class: middle, center <div class="ggplot-logo-left-top"></div> <div class="gapminder-logo-left-bottom"></div> # Introduction to `ggplot2` <br> ### Saghir Bashir & Andreia Carlos<br><br>15th Nov 2019 --- class: inverse, middle, center # Relax # Experiment # Make Mistakes # Learn # Enjoy --- class: middle, center <div class="ggplot-logo-left-top"></div> <div class="gapminder-logo-left-bottom"></div> # Outline ## Gapminder Data ## Plotting Data ## Facetting Plots ## Summary --- class: center, middle <img 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RxHU3TIJBFgOZVCEV5ZV5JkjufDE73IMnQ6nD4maNBp4tnyO51ur49Rq5Q5NmtEnd7oS4QuxPK8ZgQzynA8T1N0EssIe3x+h8ur02kyTIYEmdhlGf6zvXLapOJo/w7M4Ei6KEP4A0GcL2MQvLZjvyhKZVnWcyuKR3ss45/h+/xjhs7aHfsFUbpy/lQTvpMMP8OqC90uDxMIZlhM2jgOmJgEHO9wbK1uyDUZVs6MzBSASToj8KUgyxBk2XjOyJgEfHqgpt3jWzq5pDQTB5tghkp19TG671aDh4jY0MoyQL9vLCplr1199CafJImIXLIEAVkZlqwMSECmxZRpif0EOJ4dgSSJkTQxwKmqGUnEqNcZ9X2bdQkCfnDO/OReOs1JuihDYBMDJvUZvs8/BjO2GFZdyDAbcbVpzJhgBL4UCCJuvDMGgxkxZBmSnP2RIAg/E9y5v8re0V1Rkn+w+nS2xZb2Lo/Pn2XF5jEMBoPBYDAYDAaDwWDGJXKSfRmMeu3Nl/3gRLP928pD9o5ut89/7oJZ+TmZDSfbnn3jw5suuSDkJVXX2MLxAnrNcrxWg+2OGAxm2PF0OwVJ6pClaiU12mPBYEYTj8PFi+KJJrtWiV1OMOlLq8vrdjgVPFddjz0EMWlNe0enmwk2Nqt5n2+0x4JJOfJzMgfqRk1s3779rLPOGqYBOdxek15HUaS9o1sQxcLcrNBb//P8G50ON3otiGIgGFSGhUhQBEHg/EUYDCbZSLIsSjJN4VQBmHRHkmVJkmlcSAiT9giiRBIEziCDSXMESZJlmSZJvAXDQO/KgwGWvffHV88oL+n/6ceOHaUBkhkxgfAzQYfHOyErw2oyNLd2bN1zUBDEKWWF4VaGh+66MfT66PHGZ17/cOH5S0JHLpxWVmDF+fNThb3VDfNwqrx0YhxLvK7L2eUPKGlq7oTs0R5LajGOhY6Jya4GOxAwNz9bSWG/nnQBq3k0DiZY0+mwaNQVWf3KTT7mwEJPNwYt8SNtXV6Wm2SzZOg0yR4UZnhJupqzgvjmzgOhPw99s3MQnSQ/++Pn2777dMsuk0EnStJ1q5a9uWHz+WfO1aiVX3xb2drZfdkF5yT9ipjhBn8/pRvjWOKo1K6U1Hw044NxLHRMTEiSQO4MgI0MaQNW82hEWQIAcfx+KWChpxtY4mlIagqdTO591e31b96578lf3/bYvWuuWr7k2dc/uOWqlSsWLzh3wazf3Hrt1u8OhnIxYMYQ39c2jvYQMCMKlngagoWebmBbWxqC1TwNwUIPp/37r4+te9p1/NBoD2QYwRJPQ1JT6GRyIyZa2rvKSwr0Wg0AzJtWoaAV5UX56C2NSpmXldHldCfxcpiRYUZp/mgPATOiYImnIVjo6QaJI2/TD6zmaQgWegj77s+PrP0vIvDE7j/f6G053vcJYxMs8TQkBYUuy3KS0z4pFTTLcug1LwiCKPDCaecFjueViuTHaGCGm5rmttEeAmZEwRJPQ7DQ0w3sy5CGYDVPNRwOh8PhGNZLYKGH6DqyteTskxXLu7Kn+hw1+0Z7OMMFlngakppCT7KVoTAvq6Glbe+Rmo5u51ufbDYZ9N9U9nglNbV2uH1MhtmY3CtiRoCS3MzRHgJmRMEST0Ow0NMN7MmQhmA1TzUefvjhhx9+eFgvgYUeInvO8rotBYc/yms/YrBNXTTawxkusMTTkNQUepI9C5QKxV3XX/rexq0Ol2fm5LKHf3bzU/9aV3m4WqNWNbS0rblqFS6OMhaxd7nKJmT13Q4zXsAST0Ow0DGYcQ9W8zQECz1E9pxl8+55xVl34OzVS3XZhaM9nOECSzwNSU2hJz9+YWJh3v23/zD056P3/OhYfTPPCyX5uUa9NumXw4wAGSb9aA8BM6JgiachWOhpB0EADppIM7CapyFY6OFYK+ZZK+aN9iiGFyzxNGTYhT4oL4Ek15iIcQGSnFpWNGtyGTYxjF18THC0h4AZUbDE0xAs9LQDmxjSD6zmYwVJktrb2zs7O+X4eipJkt1u7+zsTNxPQ1Nz4n4AwOPxNDc3syw7+BGnAF988cX69esTt3n//fdHZjCjCFbzNCQ1hU4nt8YEZlxC07icenqBJZ6GYKFjMOMerOapT2dn5/PPP79x40ae52VZNhqNV1111R133EFRFABs27bthRdeWLt27SuvvPL22297PB5JkrKzs9esWXPFFVf0vx8AWLdu3d69e++9997HH398586dAKBQKFauXHnfffepVKqRn/gQkSSptraW4zhBEGiaZhiGJMmmpqasrCyz2cyybENDQ35+vt1uR+39fn9jY2NRUZFOpwsEAgDgdDotFgt6odfrGxsb8/Pz0ZGxxaDVPFOvBQCDWpnU4WBGgtS8t+OKD5i+oakkZwnFpDjjWOImtdoZYHVK/CUayTgWOiYmGgUtyaBMyZ8mmGECq3k0OoWCIgmjKiW+FFiWveOOOzIzM1999dWysjKO43bt2vXII4+o1epbbrkFAILBYFtb26OPPsowzIsvvlhcXOxwON59990nn3zS6/X+6Ec/iu7HnJltUCsj+gEAr9dbVVV1++2333TTTY8//rhCodi/f/+jjz762GOP/f73vx+1JRgs27ZtO+usswBg8+bNy5cv37Jly5EjR1auXPnOO+/MnTt306ZNq1at+vTTT5ubmwGgurp68+bN55xzzptvvrl06dLm5uatW7dedtllR48e3bp16+zZs1tbW88///zXXnvthhtuyMxMxbx6CRi0mmfptVnY8Xxskpr39tQZU694D0HCHhYpBBPkRnsImBFlHEs8x6g7oyhvSpZ1tAeScoxjoWNiYqao2ROySJySOZ3Aah6NVqlYUJCbbzaM9kAAAL7++uuurq6nn366vLycoiiNRrNs2bJrr71206ZNoTZut/vkyZN/+tOfSkpKCILIyMi4884777777n/84x9dXV3R/QQ5IWY/ANDa2nrnnXdeffXVer1epVItWrToZz/72caNG8di6MTnn38uCIIgCF9++SU6snLlyunTpy9duvT555+/4YYbZs2adc011xgMBgD49NNP77jjjpkzZ65Zs+bTTz9FjefOnYterFq1asmSJTU1NR6PJ+T7MIbAap6GpKbQU8fK0MuswInSoHvhRAkbKZKL1agLvfZyAsOLoziYMYcM4Ahwg/tMjtZqh0sckyZgoacbWOJpCBZ6ilNQUPC73/1Op+slJpvN5nK5wo+sWbOGJHv9gL/uuutUKtW2bdui+wkJPbofvV6/YsWK8CNTp06VJCmiWepz7NixiooKs9lsNptnzJhx5MgRAFAqlQBAEARJkjzPA4Asy8iAolQq0RGO41Azvb4neZ5er//www89Hs+FF1545plnJs5nkZpgNU9DUlPo4yFiQgZwBbkuhnMGOVaQZACSIOblmjXYETRJtHQ6KwpzASAgiN+3uUiCOGOClSZH5wkYL0kgg6Iv1yBBkkVZVvXVTJJlTpTUw/lRafYwDS4mU6uaYhvYo5IhrnZAEP2cyEsSSYCCJA1Kus9FC9HS6SyZkO3nRU6UZFlWUqRGQQ1UoQKCiHVwDBFSc0yagCWehmChpzjTpk2bNm0anMoacPLkybq6uk8++SSi2axZsyKOKJXKioqKurq66H6+2b2XEoIx+yksLIywViDDBMel4nPRBGzYsOGee+5Rq9UAUFhY+Oyzz06fPj307vLly995553Zs2e3t7ejtBRXXnnlCy+8MGnSpLq6umuvvfbw4cPhvWVkZDQ0NDgcjpqaGpvNNnv27BGezhDBap6GpKbQx7yVoTvA1bv80c97sQ9oEinOtaEXyMdEkmVekmhyFDaQrChV2p1AwPxcSwILgiTLe9ucnCDNyTHrlYk+5Afa3V5OmGoz2rTDFZPJChIAsAN3zxn0ancwbLOb8UcphVFFFxq1Vk0fM3UGeUap2dXiiDiuoak8gzrPoOlTuQKCWN3t9bBCsVlbaIwR49fiDZz0BhJnniUIosikzdaNvRxUY5SQmmPSBCzxNAQLPcWRZfmzzz7797//XVdXZ7PZbDZbRUXFWWedtWPHjlAbrVYbevAejk6n8/l8/e8HABQKxbBOZ8T4zW9+E3qtVqvvu+++0J/l5eXl5eUA4PF49Ho9sqrk5ub+/Oc/93g8q1atAoDs7GzU+PzzzweAGTNmMAxD0/Tq1avHnMEFsJqnJakp9DFsZRBlubrb18X0BI/pFHSGVmlQ0gqS1Cqo0XrSPsKwgtQd5MwqhVYxjHv+mqa2GWUFw9d//xEkSZRlkKGLYScYNPGaOYM82tt3+NkEVgY/L3o5AQBYcZzEgMgA1d3eDn+PUtAkoaIoCWRWkCRZ9rDC4U7PBIOmzBLXsarO4bP7esrhkAShokiC6IlCCgjicae/w8/OyDIl0C+7L3jC6ZdkGQB8XOyFbfYE+hMV5Qxy2MowYqSOmmNGBizxNAQLfRRZv379li1bnnnmmYjjRFhulFdeeeWVV1657777LrjgAo2m50fOhg0bwq0DLMuKohgqFRHC6/WGdsvh/dTZu5DQI/pJN4xGY59HQmi1PQ9IlGMwVzRW8zQkNYU+Vq0MnCgd7vT4OAEAjCpFiVlrUo0Ti+yAqHZ4XUFeQ1ML8oax1s700vzh63xA6BS0kiI5UXIG+ERWhkCP7dkR5Eoh7o461MwyXsr21Lv8yMRgVClKzVrjKaWQZXAEe7x+WrwBBUXEdDGod/mRiUFLkyUWvVWtDP348XJCs4fpYjgvJxzu9MzMMkYnjeNEqbrb5+wrAw0nSsjEUGrWUfGtFQRAxrA5mGCiSR01x4wMWOJpCBb6KMIwzL59+yIOut3unJyc0J9vv/32Lbfcsnr16vA2Xq83/E9RFPft27dgwYLwgxzHVVdXr1y5MrqfkNAj+sGMV7CapyGpKfTUyf44ACRZrurqMTEUGDWzs03paWI4zTD7beyvbRreCwwEq1oJAC6Wl+Kn5HEGefSC4cUEoQqOIAcAKpocVk+QEYPhxZOeAABY1MqZWUZjmFIQBGRolHOye+JHmtyB6GXxcULzqdNJnydDoww3IxiU9FSbsdikBQAPy4f8HUJ0MmxlqxOZGKxqZYKMDEhzFSSRb9Tk6tXx/uXo1QpyTN6gxigppeaYEQBLPA3BQh9F8vPzGYZpaGgIHQkEAg0NDcXFxehPWZZdLldGRkb4WSzLRudTePnllyOyEq5fv14QhKVLl0b3g4Qesx/MuGTQat7m9R9q7WSFceLem1ak5r19TP6Ir3X4PawAABUZhhJzKibVHDEmZxjKrfrpmXGdvpLCnPKiYe1/QFg0CgCQZNnF8jEbBAUxEHaLDDksRCDKspvl4ZTZYhyAvBhokphs08esTkeRRLlVDwCSLHf6I+tUNbgZAFCQ5BSbYW55ccxLFJq0aLma3Ey4lafVFzza5RUkmSSIMotuepYxgZMCsjIkzpcxfPg47vuW9laPb1SunsqklJpjRoDcXFuT0zPao8CMKFjNoxEk6Xi3yxUY9tqNCxYsMJvNf/rTn7q7uwHA5/P9+c9/Zlk2VOWBIIgzzjjj7bff7ujoQEeqqqp+/vOfB4NBhmEkqefZgE6nczqdDzzwAPJNEEXx448/fuaZZ2677Tar1Rrdz5zyopj9YMYrg1bzbn/Az/E+duylosCk5r197FkZPKzQ7g8CQCHODAegpMgcvXq4M/lXVtcPa/8DwqJWov2rMxDbyuA45ciAcgeE/BoicAV5tE3uMxviWMGootU0WWbRJ3AB0Ctp5Ljh4XotiyDJyBwzwaimSSKBxAtN2p72YQvLixIAaBXUnBxTgkgWhI8fTSuD3e1nBdGOrQxRpJSaY0aARofb7vHhx1ZpBVbzaFwBttPHjIDpWaPRPPHEE8eOHVuxYsWyZcuWLl365ZdfPvjgg6WlpaE2jzzyiF6vX7169erVq5csWXL33XcvWbLkmWeeEQThBz/4ASrQSNP03/72N5Zlly9ffskllyxbtuypp5668847f/KTn8Ts55zFi2P2gxmvYDVPQ1JT6GMvL0O9yw8AWgVVZIoRWI4ZDuZXlIz2EE5Dk4RRpXCzvCPAxcwkMebXAAAgAElEQVRiiHbLGpqyaBR2bzBemgDUjCDArB4n4TZWjXKhxtpnMzVNMbzIib2cLR0BDv2dqVVBQokbVbSKIllR6ma4jFMGmkKT1qJR6hV0LBeKSEbXl0GWJYDE1S3SlJRSc8wIQBCELMtjsRo8ZtBgNY9GBhlG6kthwYIFn3zySWVlpdPpNJvNc+bMiUhAaLVa//nPf548edJutxsMhvLycpTlcePGjV6vNzc3t6WlBQBsNtvTTz/d1dVVX1+vUqkqKipUKtWA+gGANWvWrFmzJmKEWVlZlZWVw7oImOEGq3kakppCH2NWhoAgIi/3YpM2ubkIeEkKChIvShRJaGhKGb9KoijLVNheKiCIQUEiAJRUH+H94SfKMjC8wEoSTRBKilRHOSPIAAwvoK2gkiK0CjrefCPGE/tyAAwvcqJIAKGiSE0/0hCIkswIIi9KNEmeaG6dPbFfmUvRvDhJBgDVQBYEAARJZkVRSZF9RuNbNUo3ywcEMSiIEUsnA6BICqtGaVEr7N6gIMleTjBE7WmRy4NJpYi5emjFeFGSARQkoUu4fx70RE73ELbaw10hBUU6RMwH1dpQUSTyizlQ1zRrYmG8HsxqZbs/iE4JEb3CMREkOShIMHpWBkw8EgsdM/5IkNoGM17Baj7qaLXaJUuWJG6Tn5+fn98rl5ter4+uXolKVPbZz4G6plBBipj99B9ZlNz7jnVv/d6z5yhT18R1e2VBBJpUZRi1pfnGhVMzzp1rmjeZiP8TGjMCYDVPQ1JT6GPsh34XwwEATRIZmqTFSjgCXLMn4O4d5K9T0IUmDXquG067n63u9hYYNSVmXbufbfIwAf60u6mCIrN1qkKjNnqXGDqx2Kxr9jAt3iAfln5PQ1O5BvUEg4YAEGW50c20+YKCdPonIEkQmVplkUkbsam2+4J1Dl+RSRvh2RE+zpOewElvr8KBCpLM0asKjdqYwfMelm9wM+4gH7o8odJUdXlKE6bA4ESpwc10MqwYNuyeC5m00Tv58BG6gnyTh3EFeQBQUuSiCdbEm2yrWoEcgxxBPk/fa0E8LLIMgEWtMKsVJEFIsuwIcBF74AAvBgURYiVlYEWpyc10MmzE+mdolEUmbbTdZCgTgZirTUCGRpl4tQeNDODnBABQ071+BDC8CABaRc8qTSuZkKATtAiBQTlaI9sETRIampIBfJzg5wRektFBnYIyKBX9cYjAJJ3EQseMP9DtcbRHgRlRsJqnIUkReqCpreGv77a8/rlSSWdYtJl6lS5Do5pgAIIAWWaDAmNvcb1+/OBf17Ecn3/jyqJ7rtYW5Q79uphBgNU8DUlNoY8xK4M72POYOvE+RJahnxuVOqfP7u3Jlk8QQJOkKMmSLPt54WiX12sQSnv75HtYHgA8rFDn8KE0+yRBqChSkmVWlHhROukJdPrZ6VkmnSJy9wsAblY41uXtZFgCQENTFEnwosSKUkAQTzj93Qw3NdNwsN3j51ESflJFk5Iss4IkynK7n+1iuOlZxvCCGqfGE5l64PTlur0oKaCKIhUUKclyQBB5SWr2BLoC3Owsk6K3yRmZLdBrkiCUFCnLMitKXQznDPAFptgh9x5WONzpRtvyngUBmRMkdCFXkJ+ZZYqwaIRWss0XrHX4Qj91lQnSBp5Cp+xx2ncGuDy9OvwtlKyBJAhkYjCpaGeQdwb5IlOvHhynwigikjK4Wf5IpwdNhCBARZEABCdKkix3Mmx3gCu36rN6ZwMZykQGt9pDwRHg0JY+okgksrloTpkeapvbpxTnxesENUOfedUAH1mgcAkNTTW6mVZfkIsqdUERRI5eXWjUKPDDkJElsdAx4w9sYkhDsJqnIUMUOtflPvbfz7Wt31pQmHHGghJ97x9dCK0OLBl6tMvx+4JNm3d++8onOZcumfzHu5WZ5kFfGjM4sJqnIakp9DFmZUDl97QJkx3ua3P5OEFJkRa1Is+gSeDI3eINIBODWa0oMmlDu3c3y9e7GA/Ln/QGDCo62qPBywlulqdJotSsy9KpUD5/TpTsvmCzm2FF6XCHe16uJdqjwccJHlnON2rC/R2Cgljn9DsCnJvl99idgiTrlPQkiy5UiVAG6GLYWodPkOSjXd4FuZaIDWy8n4o+TvCwsk2rLDHrQhkiRVlu8QYaXEyAF+uc/ik2Q6i9m+XRpldJkaVmnU2rRFNz+gPdnGj3BhtcTPRVWFFCJgYlRZZadDZNz1mCJLf7g/UuxssJR7o8M7NMsc4V65x+AMjVq7N0qsSxKuFYNMo2XxBlcAy3KKEsDCYVjcZg0SidQd7L8oIkh4vDEeABQN27hmVQEA93ekRJVpBkiVmbqVMhFwxJlh0B/oTLHxTE6m6vmiaNUZVTBzGReKsdFMST3kC81R4KkiyjtCYamjL3duIQUBjFqTEX5mREnx6CPhUJIkiyaoCJR5GVwcsJoYALFd0TWsKJEidK6PPZybBTbUajaozdoMY0iYWOGX8QOEFJ+oHVfKwzb968J598ckCnDEXorR98ffiuP03IMS1bOkXRvzhHnV49ZXLexNLs2n1Htk67btrffpN39fmDHgBmEGA1T0NSU+hj7GkhJ4oAkGD/Jp+yRHCi1O5nv29z1Tp88R7YoH1Orl49M8sU7iBgUilmZhmReaLJHYg+UZJlkiBmZZly9OpQyUAlRRabtFNsRkBe954YW0RJlnP16lKzLnzHq6apaTYj2u6ivfqsLFP4PpYAyNSqUM9oXvGmH325DI1yqs0YXoSCIohCoxYVAuhkWDbsYfIJpx8AaJKYnW0KWU8AwOH2TrToURHEaE44/WjYc3LMWdrTZ9EkMcGgqcjQA4AryHfHqigZFCRZlqdlGidZ9SaVop8mBjgV6RCqRongJQnJNOShgJrJAK6wHJDSqbMsvXfax51+UZIpkpiVbcrRq0NRHiRB2LTK2dkmNU3KADWOGJmoBzGReKutpqkEqz0Uqrt9KDKizKKLMIChMJPQlNsc7gT9hIxcg3gW6gsZFyhyolV/5gTrojzr3Bzz3BzzGROsC/IsyDmFE6Ujne7BBWVgBkdioWMwmHEAVvOxTkZGxoIFCwZ0yuCELktS1b3PHP3pnxfMKZo6dUI/TQwhFEpq6pS8hfNKqv/rf4/811MyLp85gmA1T0NSU+hjzMpAEAQkfPxCAMzLMU/LNIae3rf6glVdsUuCT7ToZ2WbJsXazpEEgTId+Hkh2qkbAAqNGl2se65Nq0S+D22+YMwtWIExhhs8QUDuKSe0XL06ZvI/i1qBLBHxiibEpCROeH+eoedyoWgLhhfRFj06+4PVoAOAHL06dFYITpS6GBYASszamM7zmVoVWiiUUyOafKNmELUkLeqe6H1H2GqEaiuGzAdaBYUSEISXXXSxPNoeh1+XFSVkByk0xki+AABKikSLyfCiOypEZaATSbDaiJirPWgkWa7q8nYyLAAUxBonWpCQVwiSeDxCH8/wHBz9hJMkALBqlPNzLXl6dURYhIamJlr1U20GAOClHs8LzMiQWOiYcQjOgJJ+YDVPQwYhdFmU9t/wsOujLYvPLjfHKubVT0xm7eKzJ3k+/fb7ax6UY/2WxgwHWM3TkNQU+hizMqA9ScxtfwglRWZolAVGzfxcC3pi3x3gTnpiuCTQJGGKcn0PEQq1YGNdLidWZBoC2QsESfbxQsRbqljlJBAh54UEIR6oTeLph5Og7AXKChHeG9o5EwDZusipBdienXx08IgryMs9ySnj5uO0qhUA4OVi7MwBIM8wmOwD1CnZOcJcJJyx4iCQxaGXMSLAQ1QNS9cpM0S2Lu5EbBoVMgC5gjHmMqCJJFjtEAmWdEAwvPh9mxsZg/L06piGJ+RJEbKLhSQek5BtgRz4LmV6prEiwzA905ggbYVNq0IeDV0MF1P7MMNBYqFjxiE4L0P6gdU8DRmE0A/f9Uduz+Ez5pcolAOMioyCVtCL5pfy+48duvUxfM8ZGQat5uhRLoEN0GOQ1Ly3jzErg5oi4VSkQ58QBJRZdGir1uRhxL7ubjKAJMuhf6HnPNEPbNU0mcAl3nAqmNwXNc4EZ4X8FxLsvhRkT76DuHPoTeLMfDTRqzeUclITq4wiScTtB81Rp6ASbDhVFAVxjDVqmhxo+sAQyHzA8GKoZ+TlEREHgZ7bs4LEnKoGggwT5t41LH09lRcS5VMgiJ76i9GSHehEEqx2crF7g/vaXOhyxWbtxDiBGGgpQjqSQOIQphGDEJ1JpUhgxwkRMtnENOgMDRIA8FdoNImFjhm3YGVIJ7CaR0MAAeNaDwYq9Ia/v+/6fMe8OcVkknIwkyQxf06xe9Pu+r+ui9mgra3tm2++SdzJrl27uru7+3O5EydOVFdXD3iU44hBq3mB2ZBn1JuTV8UPM2Kk5r19jCVXs2qU3QHOFeRRZoT+nFJq1qGqhM4Ab9NGOooLktzqC3YHWD8v9t/9W0UlMu5SBKEgCV6S+ag4tAQGwv5Mhhjg92Bie2TEm4IoQxzDBB0/3SZygGcEcW+bK14bAa1DrNVVkIPXCqtGiTzqHQEuV68OxbZEhAOYVQqCAFkGZ5DTKjRBQUTR/pbezZCw+rQUqCgKgI+W7EAnkmC1k0VAEGu6fchpQkmR5VZ9goAOiiR46ZSkEkocwixT1LDd1LQKiiYJQZIZXgBI5hdetlHrZdlMnbbvpmlGYqFjxh8WtZqkCBU9xn4GYIYCVvNojGqlWaOyjYUvhWAwSJKkUtnf2Eyv12swGAYkdO/RhtrfvXD2WZNoOpnf7xRNzptTvP33L9vOm2+YXhbxbjAYRBYEj8dz8uTJiooKiqIAwO12t7e3T5w4kSRJh8PBsmxHR0dnZ+eUKVNIkvT5fCRJNjc3l5WV0TSNTu/o6GAYhueT/nyiFwzDVFZWSpI0b948g8EQr1kgEAgEAlardUCdsyzLMIzFYun/KX6/X5Kk0EgGreYGldKgGnAIMyYVSM17eypaPhKAtkmSLLf1OwOiiiZ1cZ4/ezmhstVZ7/J7WGFAEeZUXwYOiiRhUFHrowh6jh3TduNlYsSb9Jwlyeh/PyfE+8cKEgDErBcwFL8snYJCu3TkwhAzDgLCYitQagbHqWfj1t4uDxHpD+OBzALRkh3oRBKsdlJo8wX3trqQicGmVc7LNSfOGYGKUwaFHitDAonDqbKXBAGqpP4KiQA5lfTfc6efmNWq+QU5hRZjcrsdByQWOmb8oZDEiTbLOH6Ei4kGq3k0SoqanJVh0yW/dHTSefHFF9evX49e19TUsGwfv4TXrFkDAxK6LB++/fHyidna+LGcg0arU5VPyjl02+Px4ibq6uo++OADjuOefvppAKiurv7oo498Pt8rr7yCGhw6dOjrr78WRfHFF18EgM8+++z9999nWfbll18GgKampjfeeMPn87333ntJH3w4DofjwQcfpChKo9E88sgjDocjXsvOzs7Dhw8Hg8FNmzb1v//GxsavvvpqQEM6cODA3r17Q39iNU9DUlPoY+whhooiM7WqToZtcjPZpwoN9omSJPxw+jktQpDkwx0eXpJQKYQMjVJFk+G7PlGSd7XEvnf0GXyBGvRzeCkC1TsyPxybKa6lFp2lV9Lx0kwiyFOxBsnFqlG2+oLOIC+frmGpiF52i1rpCvLIBQaFS6hpKiJjRU/Ryr4qu6E979CtAwlWe4iIslzd7UNZGBQkUWrR9ydCQaOgnEE+FFSSQOIAwAgiAGhoaix9vjF9kVjomPEHlngagoU+bvj73//+q1/9qqCgoM+W/Rd6x8ZdfIO98OzyoQ0tLoVFtqYdte2fbs+++Jzod7/66qtbb72VJMni4mIA+OKLLyZOnNjW1nb8+HGO4wCgrKzM7XbX1NS0tbWhUy6++GKLxbJv3z4A2Lx586233qpUKr1e7zCNH/Hdd9+tXr367LPPBgCDwXD06NGzzz67o6MjKysLAOx2e15eHgCgIyaTqb6+fseOHXPmzCFJsrOzE3VisVjMZnNVVZXBYCgtLQUAhmFEUWxsbCRP+cYGAoGDBw8aDIapU6eiBpIk2e12QRDQEUEQqqqqVKrI33hYzdOQ1BT6GPNlAIBis5YggBOlmu4YBQVjguL2I7LZt/mCvCQRADOzTEUmrV5JK0iSIojwf/E6TJx/UZZBECUAoIcQDjDyoAQBXKxqQ/YuJ3ohR6X9C+00LWpFgn8xN/9DBz2fFyXZFeTcrABRHgqnmikAQJJlV5B3B3k4lZAyHDQRVugj1yAX67M0CBKsdojo1e4TQZIPdXiQiSFTq5qfZ+mPiQGgxwYUFETkzhCSeExQroTBmY36n82R61EibMoYIRILHTP+wBJPQ7DQxwe1tbVut/vw4cN2ux0daWhoWL9+/UcffdTR0RHRePe+/X7/6YJNDMMcP348Zrd1f3h5YnHm8CX/IwhiUomt7pGXYr4ry7IoigBw8uRJWZZVKtWSJUuWLl36ox/9CAVEfPjhhxRFXXbZZZmZmegUOizgiyAIdPpwh0tMnz79o48+qqmpkWV56tSpyNzw6quvCoIAAHfffTcSyosvvtjU1LRp0yaHw+Hz+bxer9/vt9vtdrv95Zdf/uabb/7whz+43e49e/a8/vrrAHD06NH7779///796Co+n+/xxx8nCKK6unrt2rUAsH///t/+9rctLS0nTpx47rnnJEn67W9/29HRUVtbi3oIgdU8DUlNoY+lbTBCQ1NFRi0AdDJsfwrdMbyIntBG1G7wcAIAGFWKeJulBDvAgCAmcOT28QJ6Tzfk3LwjiVZJAwDDi1LUE/bSvJ4besi8oji199MpaADw80Kf/h3DgflUPct6F4OGbdHEKBqiU9DI/b7B3ZME1BIVPoAmEhD6SM8RynY5xJEnWO0Q0audGFmGQx1uD8uTBFGeoZ9iM/Q/W0TGKetMV4CFMIlH4+MEFDGRMfD6o82ewO4Wx3Fn32ob4HtUTKsYY/5WY5cEQseMS7DE0xAs9PFBc3Ozz+c7fvx4V1cXALz77rtPP/20UqmUZfmee+45duxYeOOTdcfCgwjWr1//7bffRvfprzvpr2nKnTCAdACDIDvXEmhs81bVR7+1YsWK559//pNPPtm7dy9BEBdeeOFrr7321VdfbdmyBT3eR34BH3/8cUNDA5p4OMuXL//73//+6aef7tq1a1inkJ+f/8ADD3z77bcPPvjgH//4R4ZhAGDu3Ln79u07ceLEeeedt2fPHpfLZbPZUPuZM2cWFBQUFxfn5+cvXbrUZDJlZ2fTNH355ZcvWbLk2muvbW5uliQJAGbPnn3jjTci0wnLsrfffvvChQsXL15cV1eHulq8ePGyZcsuvvhil8u1c+fOxYsXX3DBBRdffPGiRYvCR4jVPA1JTaGPyV/whSatnxc7GbbZEwgKUrlVn6AuA9rSKCkyIlwf7e4SnOhMmNy+g2Hz4hSz7PCzAEASxHDECAwfJhUNAJIsdwe4iBqKRxtbZ5YVwKk10dCnK0qglAeyDO3+uAsyfFAEYVIpXEEebf5VFKmLsym1qpVt/iBqRhKEOcqXwXyqkmgnw8YrU+oK8mjnn6AAaj9JsNoholc7MY0exssJJEFMzzRGTzAxCoo0qxWuIN/iCeTp1SGJR9PkYQCAIoiYbiOJQdNo8QYsakXiPBF2XxC9GOhEMIMmgdAx4xIs8TQEC318cN5553388ceXXnopipj46KOPXnnlFYVCAQAmk2nTpk2TJ08ONS6bMe9vf37sRz/6Efrz888/R4kPIrC//Z8JE6zDXcWQIIgJeebWdZsNj9waOlhcXIyiJO6++26GYfR6PQCUlpbeddddfr8fJTVctWoVAHi9Xp1Od8kll1AUdc0116DTf/zjHwNAbm7uvffe6/f7L7roomGdgtPptNlst9xyCwDs3LnzX//61913333WWWe99NJLmZmZ11xzzVtvvUUQxLnnnht9rt1uf/fdd//whz/885//rKur27NnDwCYTCYUEhIe/yLL8rp16zQajdlsDsVQhBJJkiTZ1tY2adIk9GdhYWH4VbCapyGpKfSx58uAqMjQo71ZJ8PuaXXavcHoZ8KiJB/t8qJw/WKzNmKrpqZJAPCyQsyHyawoNbmZBANodDMx4yb8vNjqCwJAVr/TRqQIOgWNzCINLibief6M0nwAQJYdAAgv1aFVUEaVAgAaXH5UuyGagCC2eAPDlAszfK8b7aEQ9tbpzapJRUeLRqOgkO2g0c1El5AAAEmWT7j8AKCiyQQXigZ98CKmn2C1ETFXOwGiLLd4AgBQbNIObmdeZNICACtKNd0+JPFo7L5gF8MBQL5Rk8BCF488g1pNUwBwtNuLMlPGpDvA2b0BAMjQKIe1DAcmnHhCx4xXsMTTECz0cckbb7yhUCja2toqKyu//vprj8cT/u45c6fn5eUdOXIEAGpra61WayjiIJyuz3dkxql1nVxsGfquL2K7G5AkiUwMoT8jKjgYDAaSJGmajmkNiW4/HHz++ee7d+9Gr0tLS1EaCK1W6/f7W1tbUXaG2tracEMPgmGYZ5555v7776coqqioaMGCBbfffvvtt99eUFCAciuQYf6nH3744eWXX/7Tn/70iiuuCAaD0cMoKCgI+ThUVVWFvzUUNU/gYItJZVLz3j6WHraHQxLEFJtB56HQbr/O6Tvh8pvVCoOSVlAkCeDjhU4/h7aLuXp1TlS+3Eytyu4N8pJ0tMtbbtWHR9o7Alyt08cnDCDnRelAh3tyhiE8EKM7wNU4fJIs0ySBwjrGFiVm3aEOd0AQD3a4KzIMofyI+2oaSwrzQlPLN/RKxVxq1h1odwmSvL/NXWbRZepUoXs/L8kt3sBJT0CSZYIghsPZwapRnjgVOBOdbSGERa0kThXTjPcUvdSi29/mYkXpYLu7vLdkA7xY4/AhV4gys25A22sNTQEAwwteTgjvM95qA4Aj7IMUsdrxcAd5FAxCkwTKcNnHqBSUpnfZG5NKka1TtfvZDobt8jKzJmSEjzYoSM0eBlnQtAoq3ziYdNxIbQ+2u0VJPtjuzjWo8/Sa8IkHBbHFG2zxBtBESi2JUopiksu+msZ5FcWjPQrMyIElnoZgoY9L1q5du23btsLCwuzs7JKSktbW1vB399U0XnrppRs2bJg2bdqGDRtWr14dowtZdh8+brlw5giM1pphcG/cL0sSMZDkZa7jh/a/+HMhwEy9/uG8RSuHb3h9cumllz788MNHjhzR6XQHDx786U9/io6XlZU1NTUBQElJSUNDQ6i9RqOpq6s7cODAF198oVAo3n77bQDIz8/fvHlzbW2t1+stLCyMNposWLDgjTfemDhxosfj8fv9qOeIBl9++SVKJxlR52LQal7vcHf6mGk5Np0Su5GOMVLz3j5WrQyIQqM2U6tqcDGdDIvKB0Tsr0iCKDRqCk0xNvwmlSJXr271BbsD3C67w6CklRQlybKfE1CCuhKzLl7eB6OKpknSEeC+b3NpFZSGpmSA0IkUQUyxGYa1yN8wYVErSs26Ey4/qvGpU9BqmpQBRIPxcKcHACiSmJZpjMh9aFTRkzL0tQ4fL0nHur11Tp9WQVMEcJLMcKdSVCho28DD+PuDVkGpaTIoSASAOb4PP00SBpXCw6LUj7GbGZR0eYahptvr58Xv21wamtIoKAIgKEh+vqcMapFJa4sT4BAPm1Z5wkVIsvx9m0ujoGZkGtHz/HirzfACSsEYc7XjETxlFKtx9CsrKkkQZ0ywRuRWLLcaBEnuDnASRX3f5lJRpJqmULLVUPkJDU3NyDIN2k/HoKRnZJmqujycKNm9Qbs3SJOEiqJIAjhRYk+noiCnZho0w1D+t8vPnOh2WbWaibbhjT4dc6Tg9xNmWDFnmI+0dU3Jzhi+krqYVAOreTRBXqjudGQbdDmGMWnXPnTo0Lfffvviiy+ineq2bdsirAzzKorFiQXPPfdcIBDYsWPH3XffHd1JoKWTViroIeec6g8UTSp1mkBTu7Y4t/9nHXjp3klLKnWZ/M4X7suZex6pGNgvsSSi0+meeuqp9vZ2URSvu+66kANCKILjkksuQS/Ky8vLy8sB4IknniAIYtasWeH9rFq1yu12K5VKjUYDAPPmzYs4a/LkyRzHGY1GjuNomg4Pi3jggQcA4KGHHvJ6vRRFabW9tjmDVnOG4yVZDvICtjKMOVLz3j62rQwAoKGpKTZDmajrDnDOIBcUJE6UZBlUNGlRK3L1PR7aMZlk1WsVVJM7wEuShxUAenaSKooss+gytKpmDyNIcix7ATHNZmxw+1u8wVB2SYRVoyw167RRd2rUiTr+jhFVuBBlOYGLOOokfDyosZoa8OUAQEVRQUGKuFy+UaNVUCdcfoYX/bzgD/Nqt2qUZRZdzI1fjk6tU9D1Lr8ryAuS7AlzhldSZK5eXWDURPyQ7c8I+0mWVt3kYawaZeJ6BFk6lYflDUpaE/97NFun0tBUvcvvZvmAIIbHgGgVVIlZF53ysM+JKClyqs1Q3e3jJSnAiwFBCn0mB7faMTEoaZokEiQljUCroKItBQQB0zKNbb5gncMjAcmGbfsBgCaJXL26yBQZfBQTDU35OEETy9ZmVNHzcy1NHqbNFxQkWZBkQRJC75IEka1TFZm0yuGJlXAwrCSDK9hHmfE0pLK6fn5FyWiPAjNydPoZAOBEUU2P+V8CmH6C1TwaH8cHeMHBBMeWlYEgCFmWAcDn89lsNmRikCTp448/DkXvI5DQFy9e/MQTTyxcuFCpjPGghW3tUusH46I4ONR6NdvaNSArgxBktBm81sKDLEuiMIpWBkR2dnb/G0dYAUKYTKYEZ6nVarVaDQAxRYaIGSGC1TwNSU2hj5PfFmgrmztwh/wJBk2eXuPheD8vipJMk4TuVKIBAJiXYxFkOeZOjyCgxKwrMGpdQQ7txJQUaVIp4m2NCoxaU/x6FgBAkcS8XLMoQwKzSK5erVVQ4QkOi006i1ppVN2Ic5YAACAASURBVEV22+flAGBaptHPC9GJDK0apVWjZHjRywm8KBFEH1NDGJT0zCwTJ0oelmdFSZJBQRI6Ja1X0jG3pP0ZYT8pMmtRsEziZnl6ta736sXEqKJnZZtYQXJzPCoBoaBIg5KOthwh+jMRq0a5aILFxwkEQUSMc3CrHY1BSZ+VnzGgU+KRo1fn6NU+TvBxAif1rICWpkwqRf8feVZk6PMMamOcNJk0SZSadSUmnYfj/ZyIIptoktAqaGOsrBlJRJb7W0oz3UjB7yfMsEIShCTLgINw0wms5tGMUR0oKSn5v//7v1WrVi1duvTdd9/99a9/bTQa29raVqxY8eqrr27fvh1VWIRTQr/kkkuuuuqqN954I2Zvgi8wMo4MCJqmBG+i3GfRTLvx97uevxdkedLlP6XVY8keNPJgNU9DUlPo48TKMBQIAkwqRcyqASqaTGwspUmin/7zRD8KEySwL4SI6IQgYifh78/laJJI0EaroEL76oPHmzP7l7lUSZFJXJB+QvS7EkH/r6iiySw6mRMhCSLelht6r3YqcPB488yygqHYgEgi0acLkUD1MCMPEvpojwIzcuAsX2kIVvMxzT333BN6fffddzc0NGRnZysUiqeffrq1tZXjOBThf/7556NsguvWrYNTQtdoNBUVFdEpCREESY6ktUWWJSLKCTcxOfMuWP6PfZLA0+qxl/WsF7LcWrmpZcc7gc4mpdGaNfviomVXJ9c1A6t5GpKaQsdWBkzfTCnKG+0hYEYULPE0BAs93ejxZcCkE1jNxw0kSZaWlob+zM09HX2g0/V61D+lKE+W5ddee+3666+P1xtt1Alc7DJhw4HAifTAU6STtIKkx/ZjCYlnK/9ye7CzsuSck/ozuaCbPrl3X8OXL55x/1saW9J0E6t5GpKaQh97GQoxI09dS/toDwEzomCJpyFY6OkGNjGkIVjN05Cj9c033XQTRVErV/YqzSDxrLuhqv37LS07PvEzjX7JE6+HpMN4GE1hzohdLnU4vPZ3pPTtOf91tGCBx1IYzJ3hW/Dj2sIFVd899SNZSpqVB6t5GpKaQse+DJi+KchKTsA/ZqyAJZ6GYKGnG6Hivpj0Aat5GlKanxuRjqHj4LeNm17uOlKptZFqk0ireM6nJC9k/yO050BuKT9JJw9j4gOOFWSQVdnWvpuOL4LODvvuzy54oIGket16y87tajtib93zn7xFK5JyIazmaUhqCh1bGTB90+F06zVZoz0KzMiBJZ6GYKFjMOMerOZpSLjQ/W2NB17+Neuombi0YdZlfqW21/Nzf6fy5N6ub7a2TJAmTOVmUDAs6aK6u9zWBVOHo+cUp/vYHtsknlbHSEGdN9PedfjrZFkZsJqnIakpdGxlGBgKigQARcKKieMP85gq74QZOljiaQgWetpBEICDJtIMrOZpSEjoXYd37v3bT8vPby4+q5uIFTCty+QqVnSWLHEcfs+3/Wj3wuDZahhw7bY+6XAwmddenPRuUx8hyCjUfMy3FGpJaHcn60JYzdOQ1BQ6tjIMjEKjRk2TVnXc0rXjkiDLQUp+fDHDBJZ4GoKFnnZgE0P6gdV8JKmurn7zzTfr6+sVCsXs2bOvv/56m8029G4/+uij2bNnFxUV9bM9ErqjZt/e5+6cf3NtRmkgcXulVpx7c0vdJnbHpm2L2WUKSGbCRVGU2lock688L4l9jhUMeaWNG2PnvHS1GPUTpifrQoNWc4okQ/9jxhapeW/Hn6SBQRJEjk6tpNJr3QgivXw3MONY4gRBAgCBt1dRjGOhY2JDEIDlnmZgcUdDAgEASXdR/fLLL3/xi18sXLjwiSeeuO+++0RRvOmmm7q6uobe87ffftvePoBMbwRBBBxtlc/cNveHdX2aGEJMvKAre1FXpXr3oMYYl6aGrozFs1U5I52UQZKkhoaG5PbJsqzT6QwEAg6Hoz/tLZNmC7yp7UjkVjDgpE/uNeeffXmyBjZoNS/NMJVnWs2aZJbVxIwMqXlvT6/dMmZwKBXY5yW9GMcSL7YYjGpVsdU02gNJOcax0DExydFqiq0mFT0sodeY1ASreTQWrTrfbCgwG5Pb7VNPPfXYY49dfPHF+fn5kydPvvfeexcvXvzvf/976D3/+c9/XrhwYf/bKxX0sbcfK1xoz6xgBnShqZe28ebuFsI+wAHGRRCk4/Wdkx69PVkd9p8dO3Y88MADfr+/n+2DweCmTZsSt2lsbPzqq686OzsPHz7cnz4Jkpp9518PrCtr2WcIpd51Nal3vFBRfvm92swJ/RxbnwxazZUUZdUmP0YGMwKk5r09FceESTU8/kCGUT/ao8CMHONY4kqanpqdipl4R51xLHRMTCSez7GZR3sUmBEFq3k0JEHkmwzJ7VMQBIfDUVZWFn5w9erVVVVV6HVVVVVhYSHHcVu2bHG5XJMnTz7zzDPDn0Z6vd4tW7Z0dnbabLbzzjtPrz8ttWPHjuXl5RmNxv3790+dOrWurm737t1arXbZsmVZWTHSv3UcP9J5aMt593cMdBYECdOusu9/8XAem0tAEp6U1ta22pYvMs0pH3pXA2Xbtm2//OUvv/jiiyuuuAIAGIaRJAmtakdHB1o3u93e2NhYUVFhtVrr6+t37NgxZ84cjUYjimJjY+OUKVM4jjt48KDBYJg69XT2yuzsbJOp57lFIBCIbhCOtXzOov9+89DLvz7ySYs+G1g3IXDqqTf8bsKZyUxUgdU8DUlNoWNfBkzfZJqT/AWMSXGwxNMQLPR0A0s8DcFCHxlomp4+ffratWsl6XRBgRkzZlx77bXo9XPPPffBBx/88pe/ZFlWqVQ+99xzv/jFLwRBQO/W1NTccMMNzc3NGRkZ9fX1119/fXioxT/+8Y/a2loA+MMf/vDcc8+tXbvWZDJ1d3fffPPNdXV10YMRjm4pWNBNq2KUNuiTjLIAbWCdhGsQ50bQ3elpafNMefoXQ+9qwJfu7jYYDPPnz9+7dy86sn///srKSvT6pZdeAoCqqqo333xTqVT+5S9/sdvtDofD5/N5vd6jR4/ef//9+/fv93q9jz/+OEEQ1dXVa9euDXXe2NiIvB58Pl/MBhGYS6cvfmzjOY98Vn7lP+f94t0L/roruSYGwGqelqSm0LEvA6ZvWjqdFYW5oz0KzMiBJZ6GYKGnG1jiaQgW+ojxxBNP/OY3v9m0adPSpUtnz549f/58g6HXNmD9+vVr165Fj9Ovvfba22677YMPPrjmmmsA4IUXXrjnnnsuvPBC1FKSpK+++gq9FUEwGHzyySfRa4PB8Pbbbz/00EMRbdoqN8y/1jnoieTMdbV91WIVLIPuAQAYP/v9gabZbz+myhpSP4Njw4YNK1asAIDi4uITJ06UlpZGt+no6LBarXPmzCkrK+M4bubMmfv27SsuLu7u7p49e/aNN97Y3d19++23FxQUdHV1Pfvss9E9sCybuEE42qwCbVZBUmYXDVbzNCQ1hY6tDJi+Kc1LuRKsmGEFSzwNwUJPN7DE0xAs9BEjNzf3jTfeOHjw4K5du9atW/fggw9eeOGFv/71r0O2hiuvvDIUB6FQKG6++eb169cjU8Idd9xRXFwc6koQhI6O2PEOl19+OmXglClTdu+OTNYoyxLb1W3OZwc9EXMx06B0gjDoDiAQ4HbvOTHpf+60nT9/8L0MFlmWt2/fjhYwEAhs2LDh5z//eUQDADj33HP9fv8TTzyhVCpvvfXW8AYFBQWo2bp16zQajdlsJmNVYeizwYiR+mq+a9euCRMmoIUdIjt27JgyZYrFMgrWq5QiNYWOrQyYvqlqaJk1sXC0R4EZObDE0xAs9HQDSzwNwUIfYWbOnDlz5kwAcDgcDz300MMPP/z000+jtyZOnBjesrCwsK2tDb0uKyv74osvKisrGxsbXS4XSZJLliyJ2b/VerpYA03T4QEaCM7toDQkQQ2+rpLaJARh8EYKj5vZU1lf+sCPi+5IWg2FcASP/+Trn7d/8DVTbxeYoDo7I+P8BRNuXmma3ZP9Ye/evcuXL7/qqqvQnw888IAgCGq12uVyAQDP883NzQCwffv2BQsWXHTRRTU1Ne+99951110XugQyGXz44YeXX355aWlpMBh85JFHokfSZ4MRI/XV3OFwhH90fT6fVqslSdLr9QqCgEwGTqfTYrG43e729vaJEyeid0mSbG5urqioaGpqMhgMVqu1u7s7EAh0dnYWFBRoNBrUeXd3d1lZGcMwoW4NBoPf7ycIIhgMUhTV1taGDHkq1TgpqJGaQsdWBkzfzCgbLrcuTGqCJZ6GYKGnG1jiaQgW+shgt9sPHjyIvPQRVqv10UcfXbVqFcuyaGPDsr227gzDoD2SJEl33nlnSUnJlVdeWVBQYDQa161bF690ZZ/l6ySRp4dWR4ak5GjjRX+QZbmpobO6rn36P+7Pu+q8oYwhHvZ1m47c85Qtw1CUZTBMz6NJKhBgO7fs3vP657YfLJz+wv+j9ZrPPvvs3nvvDZ1y1llnbdu27Zxzzlm3bp3T6bTb7TqdDgBKS0v/P3vnHR9FtT3wMzPba3Y3dVNJL6RB6JDQO4iAFH0ioiAqlqc+3wN+KiKgKIoNQUEEAVE6qEiH0EIIkN5722w22c1uttf5/TFxickmAYQkZuf7B5+ZO/feuTNnzw33zLnnbN68OSYmpri4eP78+Uwms6SkJDMz095w0KBBe/fuDQ4Obm5u1mq1VVVVbQbTvoKf38Nc9RkMBoVCIRaLiVOdTmc0Gh1+w39gNbfYbDqThcegPfgoH4iTJ09OmTKFy+UePnw4IiKC0BG9Xu/l5ZWamtq/f/8ffvjhueeeO3jwoFAo9PDwWLly5eOPP3748OGXX34ZAA4ePDh69OitW7c+99xzpaWlhYWFYWFh3377rUgksne7ePHiU6dO1dbWxsTE5OXljRgxYuPGjdOmTRs4cGA3P+wjonfO7aSVgaRr0osqB4YF9PQoSLqPvi1xg9lCp1J6Y2bhHqVvC52kPelFlXEhfliPevaSdDOkmjvEbLVRsYepCM3NzR988MHYsWNptLsLNpvNhiCI3S5w+/bt1h4K6enpRLyAoqIiuVy+fft2+6XWoR/vF7qLm0FtBhweOEeEQUUxa0HR1Cx0vY9kn4pGdX5xPeIpGpHyPTvkkax/Sj/ZW/npT0MG9uPxWfZCOpPqIuQEBnvkZhakjFg67Mq37777butW06e3hFrcsGGDXC4XCoUYhgGAWCxet26dXC6fN28eUfLhhx8iCEKYfgAgLi4uPDzcZDLxeDyTyUShUFAUDQ0NBQDi3/YVHu7zlpWVvfHGG/v27ROJRACQk5NTUVHhMFrHA6t5mVyp0BkiPER8Ro994R8yZMiPP/5osViWLFny5ZdfBgcHS6XS0tJSk8kEANOnT6dQKNnZ2UOGDFGpVIRqTJs2LTg4WCAQXL58ubq6+qWXXgKAwsJCwl2lNbNnzz59+vSyZcsoFIpGo+n+p3t09M65nfzvBUnX9MIfLskjpQ9LvFqpzpDIcuse/D9tfZU+LHQSh9B47PRamfWBvlKS/EMh1bw9aqPpTo20XKF6iH2GhYX5+/t/9NFHZrOZKDGbzd98883IkSPtdoeTJ0+mp6cTx2VlZT/99BORZJHH42k0Gq1WS1zKy8s7cuQIETvgAUAQhEIFrZz6wM+iaaDzQmIyy+TXU0uqKxrMps4iNJhN1urKhuuppZmljf4fLB/+yEwMsj9SKj7ZO2JocGsTgx0MQ2OifQVgyXjy3fZXCVAUdXNzIwwKf7bC3N3d7SUsFstuYiBgMBg8Hg8AaDSaw8gLXVb4m0yaNGnbtm3ty41G4507dyoqKgBAp9OFikU5OTkSiYS4aj+QyWQ4juv1+tTUVHtS1bq6Ons/xJ4di7W7/yigKEpoSnNzs81m02g0BoPBZrPR6fTExMTRo0c/88wzhFmHsN3YlYjwsiHcgqxWK1GHUBaTycRgMOzdEvU5HA6VSiXq63S6bn7MR0rvnNtJXwaSrrlVWJ4Q1q+nR0HSffRhietMJgAwWP9GJKs+Sh8WOolDtCYzAJitNtKdwXkg1bw9BosFB9CbH+YfBQRBNm/evGHDhhkzZvTv3x8ACgsLo6Oj33vvPXudf//731999RWbzaZQKIWFha+99lp0dDQAiMXiJ5544sknnwwPD29oaBAKhf/5z3++/PJLf3//xx577H5HUnZqF4VpkeZygpIeMM2ENNuz3+wlHmvH1P9+rWbH8dzzGRwBh8+hs+kYjUbFKKjVYjOZzFqTVaU2ahRq18S4wP8+7zFtBPL3dmp0Am6x5q74JDbal87szHoSFSFOvlLYcCbVbeKQRzSSbkYgEERFRZ05c2bixIn2QqVSuWnTpsmTJxcXF1+4cCE2Nvbzr7+ZNG5MVVXV22+/TaFQVqxY8fXXX4vF4u3bt7/22msbN26cMWNGYWHhrVu3Fi1adPDgwQULFri7uzc2Np777depTz7dPc9y4sQJV1dXAJg4cWJcXNz+/fu9vb2rq6t//vnnmTNnIghy4MCBCRMm7N6929/fv7a2NiwsrKOuLly4UFlZmZ2dvWLFColEsn37dk9PTwqFMmTIEHu39spTpkz57rvvQkNDb968OWvWrO541G6hd87tyJUrl0eOHNWzg8gvrfx8z9Eh4+56jo0IDQjzEHbShISEhOQBKJTJm/RGCoYm+Hj29FhISHqSm1V1NhyPE7szqOT3BhLnpUGrK21U8hj0SA/RQ+9cJpPV1NRQqVRfX18XFxd7+UsvvfTiiy9GR0dLJBKNRhMQENB6bwUANDc3S6VSV1dXIkieSqVisVhU6v25JJh16gv/ToyYUlZ2TZD0RmVXMRwcoFNQL34cOPnbdIze8lUfN1uabuapc0o1BRWWBqVKpTqgKUOYNCqfS+VzqCLelKlTR4wYYWyW28wmOk+EUh/+Jv/G87cKnv9g5NDgLmvWVDVKBa4Jv3360MfQ/eTl5d28eXPx4sXr169/6aWXiouLiR0Tu3btGjlyJBFMdMOGDSNHjiwsLFy6dOm5c+d4PJ6rq+vJkyd9fX2TkpJ++eWXuXPn6nQ6e7rNtWvXlpWVJScnP/vssz/++KN7aISLl3eIq0DEZnY5noeLyWSyWq1tnEcAwGazabXaNllg29Pc3Ex4kRBNDAYDi8Vy2G1xcbGLiwubzT527Nj48ePd3XtjaobegNFi3ZdyNy5J9tUbS+ZMiQ69D0NGfn4e+X8Lkq7JLKnqhZFLSR4dpMSdEFLozobtQX2wSf65kGrezbi7u3e+jLEH82sDj8ezr5oAgM/nP8Ddqy787B6h8hvaXHWTX5vO8xnQfL895J90RSmoSd3E/NPKgFApwhExwhExxKlMJkM++GDDhg2A4/Ki2/W3zygPvPXbt0oqi4piYFSbKUy6KCzWM2GW58BxVPZ9RHbohIazNzwEDjZKtMfD0yXnXIb99MKFC3l5eSwWa+7cua1f7z1y69athIQeSMbZhuXLl2/dunX8+PHEqVQq9fb2Jo7d3d3lcjlOYwHA8OHDd+zY4ebmNm/evP379yMIkpSU1D7dZmBg4K5duwCgtLR04MSpaqOpRx6qjZXNDoqiXZoYAKC1NFEUJUwMDrv19fU9duyYzWbz9PTsSyaG3jm3k1YGkq6JDPDu6SGQdCukxJ0QUujOBoogpKHB2SDV3Kmou3kkbFw9AETNbEjbLRb10zMF5ntvLsnkNlUyPPvrpbfP9Zu0qKNqGIYZKrLy9r8PljpxbH3o02o1AhQKLpNT4yI1BhXl8gVp2i+3ONvXDJu7NHDyc1YEa2xsxDCMCHhJhE4EgLy8vMrKyuDg4JCQEHvn2dnZdXV1kZGRPj4+9kJ9ca0nu8PwhCYwy0CmQ3RUoLrSRQiGmhXNVCHv+vXrTU1NK1asUCgUW7ZsWbly5b2/CoKUlJTeYGUQiURxcXHnz58PCgoCgMDAwIKCgvj4eACoqqqKiopiMFQAwGKxtFqtxWIh1tLFxcUzZ87cvn17+3SbsbGxv/zyS2RkZI89UjfCYDBapyntM/TOuZ20MpB0TZlEFubn1dOjIOk+SIk7IaTQnQ2bDX/gsPMk/1BINe8lvPbaa62XzY8Ck0alllSLgvUAIAgwhIxVpH4vHv5iDY1tvZfminJm9mH3YctrdApqxa1fO7Iy2CxmVWVu9s7zEVMrvPprAAF5E3Xth4FslnXOlEYA+OA736hQbfSk2pNnXc0Xt1Rd3O/95Efrvvx20KBB8fHxBw4cCA8Pnzt37tatW7VabUJCwp49e8LCwp566ikA+Prrr61Wa3R09I4dO0aNGjVu3DjipgiGdGQgLcNKi7BC1yA9x1urbqaV5HDxoTSrWU8FnlKp9PDwAAChUDh//nwAIAIcKJXKM2fOzJs3r6ioiEKhBAYGHjp0SKVSMRiMhQsXoih65MgRuVzO4/HsMThbV8jKyqqqqlIqlTiOP/XUUw89tYRDpk6devbsWcLKMGvWrI8++igjI0MmkxHhRWXKFqeVoKAgIuNmv379iNiQDtNtTpo0afbs2QcPHqzR34cRqsfRN0py9/6fSaMInb3SNbKPhN54YHrn3E5aGUi6xtvNQT5ekj4MKXEnhBS6s4EgQHoyOBukmvcSOgll97DQyarZriiKtWh5v1FKkw67/Lnf4MUSnrex87bVaby839wGPFXHExsxmk0rrXFYzaRR3f7yhcoGxXF3w4kjnnAEAGDly1XSBtrxHTkYhusNaESw7snHZAAQFqT75kfvyaNzkresoNjCX3vtNQAYMWLEK6+8MmjQoNra2nXr1gFAUlLSZ599BgBlZWUqlWr16tUAMHr06FdffdVuZWAG+ehKKtqPp4RSXCPIT1xeyRK2rJZtFiTrgMetb5YOf+fwxIkTv/vuu8uXL/fr12/atGkAUFNTo9PpUlNTCwoKAODSpUuLFy++ePGiWCyeO3dudnb26dOnPTw8EARZunSpRCJZu3YtALSpgOO4xWJZtGhRSkpKamrqiBEj7kdK90FkZGRrd4PNmzcTBzQa7d1331UqlWw2m4jcERYZRVyy57mcOXMmceAw3SaGYYmJiXw+v0b/T0q/lbH9daE4mRelu/VFxYQvU+yhQ5yT3jm3k1YGkq5pUKo5TEZPj4Kk+yAl7oSQQich6fOQat5nMOuaqy4dtpkN3sNnstzaOktrCiurfjhhuUWt2O3lPrqJ5W8AgLBJcq6HKeVbH68YdcgEBZPvIK2GopxZ8IfIpMVGvFzNcTcBAINnMSgdBHSwWS23Pn+O654dE037/L0Se7m8iRodrsUwHACYDNvY4U2//OpeVsVoUlEpFNw7vjnGWnH9G4qqIo8fEIlhGIZhWVlZgwcPJpojCPLmm28CQFZWVn19/eeff06UE2EyORwOALhNHpa3/3TIX8ejA30JpWj0yxWMVs+FUvC4hdIb2wsrL/zcb+LTL730EgAUFRW9++67mzdvHjp06I0bN2pqahISEiQSic1mo9FoGRkZIpGotLQUx3EqldrQ0DBlyhQAEIvFhO9Amwp8Pj8qKgoARCIR4S/QI7SOLdq5mjMYDAaDAX/GLCgtLf3++++ff/75bhjkw0XfKPGcoOJ6mRCwmnVqJ7cy9M65nbQykHQNr9uDzZL0LKTEnRBS6M4GgiA4GZfBySDVvMe5fv16eXk5sSMAx/E333zzww8/pNPvRhm4ceNGSEgIhULpJO6dxaC78n/ThAHVVKb5yjvbR609znL3bbmk1mU/t15+8Za7B8+XEtq8x7v44yaPCY1RHxVhDJs4Tu0Wpis6J0z+xJ/tahYF6xg8C5VlM6oxnZxan8/GKHjw2CbfQSrkz/y2KAa4zYbjNgT5S8rb3D1rKGhm0EQpFLeNOUen2YiDojLm17t9Xn6mdtakRqMJ/egbPwDgi42iINXNT59N+vAMjcMHAAzDjMa77hWNjY1CoRBF0cTExEmTJhGFzz33HJvNJo6FI2NtDLqsTunudXdpLcFqfQY2M9qbThAIHluTf3rv+SrjzJkz3d3dQ0NDxWKxXq+PiIi4dOkSlUpNSEjYt29fTEwMAAiFwkmTJnl4eGg0mqqqqpKSEqlU6ubmZrVa6+vr21eoqKhAHiB7x6OETcGLj3/TVJKCUeluMZN8E2cjaIdZRQMDA9etW4d2ez5jc5O6asdxTWYxRcQXL5ggGBZ9vz2EPPbajR0fUOjgHjuaIeg7cRwfjN45t5NZskm6xmh6mHmkSXo/pMSdEFLozgZpYnBCSDXvceRyeW5urtVqBYD09HStVmu1WmUyWW5urs1mAwCFQmE0GtPS0m7evAkArS/ZkWUkc9wa4uZVRs2Q+A+VVF36hSi3GUyp416m5JeOGRMZE+0XEiGOiQ4ZMzbBlhmU9lQMbkEAgMq0Rs1omPR+WcT0RhrLplPQGotYJg2F62kauqx27MoKvyGq1vYEgxqj8zhtTAzN1UV1qccHPFnW+fo6p4g9KUkRFqij02w37ty1mLBFZo+IuuKjLT7/8fHxFy5cIGYko9G4atUqFEXj4uJSU1O5XC6Xy6XT6e+88469OYKhoVvezMip1uvvJkTQUJQ8X53DYfC9DRqJZNq0aZ9//vnx48d37drFZrNZLBaCIHq9vl+/fu7u7unp6cOHDweAGTNm7Nix48iRI19++aVQKBw/fvyhQ4cOHjy4bds2IpFBmwqdPX9PoKrMz3h/hrb8E9/oYx5BB2svvXN1zWMmdVNH9REEsZsYiKzGdEqHJomHheJq5uX+C7W7TwjLyhlXb6c//nbuik1wn3+SfBOfSNxwZvBbh+Nf+vIRjfMfRO+c20lfBpJ7oHdZaUkePX1X4lQUAwCsl3156BWQr8TJIHJMYN3+CYukJyHVvB0UFAUACtp9r2bo0KEpKSkjR468c+fOgAEDsrOzKyoqIiIitm/f/sILLxB1mpubrVZrVlZWfn5+PQ0JKAAAIABJREFUm0sAgGAUq7llKWg1YRQulTgu++wnulIVPbCfCbfd0jUNYQkAgEJBY2NDU28aK/d4BTwr+bMH3DVY5xrseFkuqacBgNjDBAD6JipDIGpTIX//2pBxEgrDBtrOnjRxsGrVx/0qaxkKJSXAx1BRTc8pZPO5FgAImyC5+PHhwCnLAMDLy2vMmDErVqyIiIgoKiointTPz2/QoEGvvvpqWFhYYWHhokWLCJeBW435G7K+PVd3a/ZsxHw4e9jAMKGIAwCYjWo1ORaixYRiNKqXl9e6deukUimHw7EnPiR2ZwDAjz/+SBwIhcLVq1crlcpZs2YRy+/3339fqVTyeDzitE2FqVOnEg1DQ0Pt+TJ6CqvJcPvLF6KmF3jHtWxy8RnQnPubOuv7txJe/77L5oFCvq8Ll4Y9WiuDWdF8Z97q2HBPN4+W/Kz+gW6pv12pign2WzbrvrpiCj1B6PkIxvgPpFfO7aSVgaRrGDRqTw+BpFvpwxIPEPEZNEzI6o2uZT1LHxY6iUP8eBw2k07FSCuDE0GqeXsETEa4u4hD7743ExUVdfbs2cGDB9PpdL1eHxQURKFQioqKpFKpvY6/vz+NRgsKCjKbzW0uAYBHXFLxMd+bO20UllleIhy17kmivGrb0UHRYgAw2mxXtQrCygAACIKEBgfm7G62Wxk6p6aOAX9aGerz+W7R41pfNSjqm0oyBj3VBADuIlProAwAIBKY1/y7gjh2FZq3ri+uk9GELhYW0zpnSgOdhqMo/vbyKgDwSVBWXzn81VdfAcDs2bMnT56sUCi8vLywP1e58+bNmzZtWlNTk6enJ4VCMVhNS6+990ft5aEhpcvD5awpluIxQvxNk4DDC3D3YLry6u4I+o1Stn+c+lyOMCweAFAUFYvF9/IGWoc5aH/qsKQ3IEk9xRHJ7CYGAAAEIqbWnV9/U1NXzvHq13lzBEEetYkBACq/PeohZNlNDABAoWAxUd6p737nt/QxID8CPRC9c24nrQwkXaNUa4Vcdk+PgqT76MMSRxFEzHO809XJ6cNCJ3GIVqf3cCF1wbkg1dwhLkx615UeKlwu98SJE0lJSadOnTp69OigQYNmzZolk8naVDt69GhUVFT7SyiVNnLNccnNM1aTof/zE2gcFwAwN6nNzRouj9W6psJi2qusQQAGMF0KGrCG392sOMyb3mCzIfuOuZvNCAAsfkKKonDopJtKTWHQbQtntroXDtIct7iXJrbuU3rnvEekwZ69onMwDPfxaom5wGT8Zd+HV7Q89/cToY+/QpyyWCwWi9WmOZvNJsIxqEyaMaeeQxh5L4zLo2It/SgnKu6kpQqOu9b85sEsYGIsmiSdK45Xt+7BoKIUnfcd/Mbr9zLafzrq6gJhQEObQhTDXfws6priLq0M3YM6vcjdpe2XHi6PaTOZTYpmmojvsBVJ5/TOuZ20MpB0jbuA1HnngpS4E0IK3dkgJe6EkELvJYwfP37t2rVz584FAD6fX15eXlZWVlFR0djYkkqQzWZfuXLFw8Oj9SVXV1d7DyiV7jNiRus+casNabfv45y2cTLXPZTOOdEsVdEAmqjL/iUBgIJSZkyENjZCc/KisLiCJamniT1Mc6c2ZBewT18WiFxa9njXZXNQhocgKKZ1n405Z7zC2hpEOqJKwigqY7KY1sGxagrlL4YJYYBeW19n1jVTWbzOO7HitrkX32TyMidEF1p0mNmGUTlW4pKNYZPPl8nnywCAWUu3fuMdVE8LGaWksa02K1Kfy875tV/w9Ndcgu47uOA/ESpHYJQ5SDRg0lGozN5iU6a68k0VlW0KrVab1WymcNqamUjukd45t5NWBpKuqZbJI/zvyceMpG9AStwJIYXubJASd0JIofc4M2a0mAa2bNkCAMuWLQMAtVrNZrNnzpyJYRixz18sFvv4+HA4nNaXDIr6oiOb1DX5/MABobPfJBI02KGJeAiNqtMaWey7rhlj2a47m6o4KGUozinn2QbFt/jSB/gYjp1xvZ3NLatiiD1MGbkckcBSWsnAcaBScMLKYLMg+X8ERD/3fhsndn2jhDXcfC8P+80eb4sFxg5XShto/9kQ9N7rFS68uzHqEBQYLqhBXt+llWFn0fEKw52FA4oAQJHLtplRz+EOdkbovY05b1Upf3Ur+iCQQafZTLiLf1D88lWuUUM76VxbX6WqyEepVGHoQPsrNZlM6enpQ4YM6aiVRCIBgHvcfwEAt27dSkhIuMfKD4zngLEpG7aEjKmnsa32wqZKhlZOF4TGP+q73yOeT4zLPpbsF+CGtdqvV1Euc0sagHbjxqU+Ru+c20krA0nXBHt79PQQSLoVUuJOCCl0Z4OUuBNCCr17OH78uEqlMpvNbm5uM2fO7LI+kbGyTTZBDofT+pJZ23zlvZn+gyu9JzZLczKvrb2StP40SqXdbYAgPoumlvx+JSbG115WZda94RqEIPB63s2BwxSUP7c57D7kOWdqo7vIdPKiCACELpZJSQoPV5NGi1VJ6BotBQAyDga4BI1y6z+8zWgNyiYGr+uA9sXlzCYlZfUrlQDQP0zrLjKfuSycN12mN6BZ+RwuxxoZomXwcaW0ChF4SSQSi8USGRlJtNXr9VlZWVwuNzIy0myzvJP+9cwBBaoCNka/u+fCakCb8jhUjpUfejcEpUlgKVtUVyARVOaPvPb4QZTa2V4Yi0GXu+c96Z1TokCz1YhlfEsJn/tWwPh/AYIYjcarV692YmWoqamB+7EypKSkdIOVgesT4pf0VOqO3fFPlnLcTADQWMRKPxAUs+QjjObAx6FHcB0zUDR56M1Lt2P6e7PZDJsNLy+TlVUrRh3b3NND+wfTO+d20spA0jX5lZKYIN+u65H0FUiJOyGk0J0NUuJOCCn0biAtLY3BYDz22GMAcPDgQYlEwmaz+Xw+ADQ3N1MoFAzDysrK/P39cRxHEMRgMNBoNBaLhaKoWq3mcrmlpaU0Gs3X9y+Sqk353TWoMXRCPQCIAmuav+XJsq56Dhzbuk7I6mevHk0uKZZ6BLbsraAh6KcNJVy5CQWT92S5vWZYkO7oKVcXnqWyllErpc2Z0rB1j3dEiK6ghLVkfp1GS6lOE7kZQke895mDJ0QA8K5D9KVlcSeMUthPYyI0MREajRbbuNVvxnh5YRnzVhYnxAY5xeVnfvpt5syZWq32woULK1as0Gg0GzdunDFjRmFh4a1bt8Tjw/kMg/Rbd6+RTVYjWnNOFPCYzKLFsr/2850oV5UyGzM5QU/Ut751mLjpfK6iWCcN4/t3MsKMba9g+IVx/6ui0G0AoG2k3tr9EYJR/McuJCrk5OQUFRVZLJZ58+YBwKFDh1QqFYPBWLiwpYLNZtu3b5/ZbAaAxYsXZ2VlVVVVKZVKHMefeuopCoVy5MgRuVzO4/G6LXNw+Ly35cC5+tV2Ghu3mnGUwo1fvsm1/7Duufs9Er1jdfnnv1z7cBcKiNlgdB0VP/LoZwxv954e1z+Y3jm3k1YGkq7phT9ckkcKKXEnhBS6s0FK3Akhhd4NpKSkrFixgjh+4oknAGDLli3Lly9HEOTnn3/28vIqLy8fPXr0N998w+PxDAbD7Nmzz507N2XKFC6Xe/jwYaFQyGaztVptWVlZUlKSvVuztonBu5t4ksE3mTRNbW5N4XOGJm+9M/u/dTfKH3Pj1Ogb6XpTQoPVJBYERTSEMcEvvOWz/9jhyiFxagoFp9NsRhNKp9lWv1KpbKbMmthoMyM1p1w9LBGD3t7l8AM4w0VkaMaYgi42TWh1mEs7lwejCV32pMRXbGxUUL/8wcfXitK4glGjRo0ZMwYA1q1bBwBGo3HZsmW+vr6NjY1ffvllVnijZ6PUY4jKK7EJAAwKKgBYTWjo0xK22GhUUPN3+LS5CwIQ5CE/W3uzEytDQ851dfXNpDcq7WEs2a7mgYtKrn71kffwx4iS+vp6uVy+dOlSALh48aJYLJ47d252dvbp06dFIhEAFBQUxMTExMbGnjx5sri4mPDIWLRoUUpKSmpqKpPJRBBk6dKlEolk7dq1nb+uhwaCjJj/Mj53uUZagVFpLPf7UHmtyawyGD25bPQRJ3pAUDTwjYX9XptvlCmofA7G6i1+Fv9ceufcTloZSLrmVmF5QliviExL0j30YYnbcFyi0riymQwqOfv9hT4sdBKHpBVVhPuLuXRa11VJ+gqkmjtEqTewabSHldUVRdE2ex9GjRp1/fp1Go02ePDg6urqKVOmhISEiESiVatWrV+/3sfnL4tkV1fXzMzMpKSk0NDQ1uVuMUlpm7b5D5GzRObmWrqsgBX+LwcfqBlit+Ep3zecv9Vw6rqmtoHu58mMDhr3rymauopbXzxffUsSOb1c4G8AADarZes+ndayDYHHtlan8gvP+ngOmDLg9XV/2Y7RCpabj1ZOIzrpBFehWdpACw3UE6cmM5pXzPLxNB743Z1Jt7rwrQiC65UWLtdFCJj91QEAjuMHDhxgMpkuLi4oipZqKpg6GyusJVEF29sAAIBDxQl3jGGl86yAOnAT4LFU5dqqTobXmHPFO76uTaYMjpuJJ7YpSzLp/v2JEvs2h4yMDJFIVFpaiuM4lUolrAwBAQHHjh27fft2WVkZsXsiKioKAEQiUUVFRWlp6ZQpUwBALBYHBQV1/roeIoSac73v+45VTc0qg5FBoQjvZ9mv0+lu3bpls9kGDhzI5XL1er1erxcKhV02RDCU4eXaZTWSe6F3zu3k/7NJuqYX/nBJHil9WOLlClWDRteo08WJe+Meth6kDwudxCEoi5knbRzg4/mwFlckvR9SzdvTpDcUyhRCFiPUret10b0QEBCQl5dHhBg4e/ZsYGBgTEzMtm3bUBRdtmxZdXW1yWQCAIPBQKfTieALKIoSXvfNzc0+Pj4DBw5MS0s7cuQI4ahP4NIvKnTuquTN62ls1GJAY57fyHTtICgAgriNH+Q2flDrMo5XQNKHZ2quHL2972OMovfs3+jiq6ZzrFSW1aim6JsojaVu9bkMfmDUkP+8y+8X1ckDukZPqr9z2WdAc+fvIXGw6uNtvqMGq4jv4r+dFzHo1rRM7uOTGgP99AYjunJtENfbD6MxrSZT64ZHjx59/PHHAwMDDQbDmjVrVGY138ugrmAKIjUAoCpiu4RrK0+6+k9p5PjrrUY0Y1NA+7szqJZGraJ9uR2b1UzDbO3LERS3We+6YFAoLQsloVA4adIkDw8PjUZTVVWl0WgAYPfu3XPmzHF3dz958mRL81ZeAC4uLlKp1M3NzWq11tf/ZU/HI+WB1dyG4wBwX5s7FArFBx98MHfuXDqdvmbNmtWrV2s0moqKisTExAcbA8mD0TvndtLKQNI1twsrBoYF9PQoSLqPPixxi9UKABZbN+2Q/AfRh4VO4hCz1QoAVpuNtDI4D6Sat8dis8FD/aMwadKkzZs35+bm4jiu1+snTJgAAAKBwGpt8R04f/58RUVFYWGhfSUWFxe3f/9+b2/v6urqysrKq1evMhgMIpRDa/zHLPAdNUcvl7BcfRAMu8fx2IWOIKhv4hzfUbOV5bn1d87U5GQZlVKzVkvnCxkisbD/qIhnxjMEXe+N9xwwJv8nms2CoJTOXppIYJ4wqul/HwUOjNbU1NEoFPzVZ2sz8jh7j7oHBxia1VhTIwMfObp9w0GDBu3duzc4OLi5uVmr1Yq0HEuwRXmEbZCLAcCopACAa5y69LA7L8Bg0mAWHaatZbT4OPyJ1kiLZnt3MjxBcEL5715Bo5ug1eYAkwZT1SAu/aKM7erPmDFj69atERERBQUFS5YsIawMYWFhR48edXFxqaysrK2t9fb+yx3Hjx+/cePGgoICmUzG43WRR+Mh0p1qfvPmzRkzZowYMQIAuFxufn5+QkICn8/X6XQ2m611UE+TyZSfn89kMn18fGw2G4fDaR3jEwCMRqPRaFQoFAqFIiIigslkEoW5ublCoTAgIECn01mt1srKyoiICAzDzGZzXl4el8sNDAzsnoftzfTOuR25cuXyyJGjenYQ+aWVn+85OmTcXbvXiNCAMI+HY1Qm+fsQAYp6ehQk3UcflnihTN6kN1IwNMHHs6fH0rvow0InccjNqjobjseJ3cndQ84DqebtadDqShuVPAY90kP0ELuVyWRsNpvNZhOnhw4dSkpKcnNz+/XXX4cMGdL6EoHJZLJarcTKymAwAACD8XA2qz8Koadtfl7odSJodEOXNQ1GVNpA83A1MRk2e4nJjFKtcH5TxNiPzrBEDv4WGwwGk8nE4/FMJtPG3B/PqDeOiyoxazAEwynMln6sRtRmQqlci82MIBiO/NVYeuJ2/L8D1z8dPKWjgeE267X3H3MPvhk6voEwNFiM6O09QfywpeFP/KejVkqlksfjtd4Ro9VqKRQKnU43Go10uoOUFu2bPGoeWOK50ka10RTiKhCxmffYpKam5pNPPnn55ZdDQkKImxYVFWVnZ3t5eR08eJAI6llRUfHCCy+sXLlyypQpRqPxwoUL06dPT0hIIGJ81tbWqtXqRYsW5eXlbdmyZezYsW5ubseOHVuzZo3NZtu0adPkyZNra2u1Wm1sbOzOnTuHDRu2YMECq9W6fv368ePH19XVmUymp59++gGety/x0NXcaLHuS8m0n2ZfvbFkzpTo0PvwmMjPzyP/b0HSNdllNb0zrAjJI4KUuBNCCt3ZsHVXzHOS3gOp5t2Gu/tdp4C8vDw+n+/m5gYAvr6+DAajjYkBAGi0u0EQHpZ9geD+hG4wAgUDGw44DjQqdLBuiViw+tp7qb6DFbQ/gzt0BGpFRFQbGFEbFSeCIDDoNgbdlr4/IHjCvxyaGACAwWAQL4FGoz3mP/qbs7vGRpVQOX+5F0a3EYktUeqfUxkOVDUFENzAwksamFMSh+G4TZZ5RZZ+RicrozDZ/H6DxEOns9y8AQBBsYGvbr/z9fL6r0rdw+qtJmptpshjwLTQx1/v5HFcXFzalNhF6dDE4LDJo6Y71dzHx2fVqlW///77rl27+Hz+K6+8Yr/UOqjntWvXJk6cOG7cOABoaGiAdjE+iSaBgYFz5swBAA6Hc+rUKZ1Ot3jx4uDgYADYsGFDcHBwXFzcv/71LwA4efLk448/Hh8fT1yy2WzdacfphfTOuZ20MpB0TYS/V08PgaRbISXuhJBCdzZQBCENDc4GqeY9QmRkJOETDgBxcXEP3M/169cbGxtnzpwJAMnJyREREa1tGQCQl5d38+ZNANDpdEKhcMGCBdCB0G/cuEFEoPxLqckMB07B2WtgsUKQH7z2NAj54GhrBsern9+4p27t2T3s+UIEazuN6JUUSSa3PpetqGBSaDY612oxoEYNxhRY3CO0Xv01eiVVUSVOWv7SvTx1jDDYiynOq3WN8m7sqA5qQrzPiNyu8zEEx22IEUXeCHOhKxSXv5qHgsQ7rs59kNFiRBUVZy6v/jpgwqKwuW8iCMoUeQ1/92h9+iVVWRbVhTn4zZGdB6T4p9Cdat7U1OTq6rpkyRIASElJ2blz58SJE4lL9gCQKIoqFAp7/Es/Pz9oF+OTuGTP3url5ZWamqpSqeybUNzd3eVyub1CbW1tSUlJWloaAPD5fJPJ9HBtc/84eufcTloZSLqmTNIQ5tcbf74kjwhS4k4IKXRnw2bDgfSddzJINf9HI5fLc3NzExISxGJxY2Oj0dg2eoDdnPHJJ5/Mnz8fAFQqVWpGzvhRw1AUlclkDQ0NERERxKqvbXO9Efb/Bmevt5yWVsF7X+EfvVn50xkKmykcEcMK/EvQgfB5b9/8JDfrsC5mbhWCQrMG47KtZi1WdE5Uc5vrFa0JGtMU4VkvEJgBQK3F2EyrtoEmzeFkH3PXN9EC56+wYfea4ObzwSvnJtcGuKnYNAfpMzEjGvmlj4/IHP1qFUtkBgC1lOb1K1x9d1rEFFnAcIV9ovOOV4dOkNze831WkzR22acAgCCo54CxngPG3uNI/hF0p5r/8ccfAQEBw4cPB4DAwMBLly45rBYYGFhYWBgbGwsA2dnZMTExbWJ8EtVyc3OJg8LCwqCgIKVSWVBQQDgsVFVVRUVFqdVqooK/vz+Xyx01ahQAnDhxoiNHEuehd87tTu1eQnKPiF0FPT0Ekm6FlLgTQgrd2SD35zshpJr/05kzZ87hw4c7zwJw8ODBsWPHikSiwsLC48ePs2nYDz/8kJWVdfHiRavVun37dsfNMBTO3/hLSVMz3MhkqdWNG3+4PmRJcsT8qh0ncEvLtgUEQQe+uk2nHZ66M9SsRxf9O6Ikg3dxkz8APvZ/FbHz6j0itI8vb3ENeGFlWK2UzvUwhYxTjHmrwhrfvOaTTRk7V+PWLjZcECR6xi8PeepIapzB7MCxIuCwW4C3ccjTdYSJAQC4nqZhz5cIA9SGZrSNLZXOsQ55rlhRdLou7YzBYJBIJPZLOp2uqampk2FotVr7KrdzjEZj5139nc67pDvV/LHHHjty5Mj27dt/+umnzZs3P/XUUw6rxcXFVVVVbdu2bcuWLTKZDMMwIsbnTz/9tGvXLq1WW1VVBQAmk2nz5s3ff/99cnLyuHHjZs2a9euvv/7www8bN24cOXJk611FEyZMOH/+/M6dO7/44gur1Ur+Oeudczvpy0DSNY0qNfd+cueS/NMhJe6EkEJ3PsjtEk5H31ZznU63b98+rVYrEolmz57dPvZBHwDDsKlTp/76668dVcjJyTGZTAMHDgSA06dPBwcHl5RXlpaWzpkzx2w2FxUVSaVShw1xvRGxtc3siKi17v083aN9IdpXIdcUffRD2cd74n9Zz48PBQAKgz307b25+96/tOmoUYNlHXIfvaRWFKTv/BGu3+H9ns77bkt2wSF1yoflg9/6kcJgdfng7w94sdms3XOFOm1ApthFay+naDCXTE7s/5W3HTkCMU/UX/rYP3SCvE0uDIxmi5pWUXB0kyvb54033ti3bx+xcyQnJ6eioqJ19lACg8Fw9erV8ePHZ2Zmmkym0aNHdznaysrK7OxsIsTAPXLvnXdJd6o5m83etGlTfX291WpdsGABsfchNDS0dZ1Vq1YpFIq5c+eKRCI6nb53715fX9+AgIDw8HB7jE8KhVJQUDBkyJAZM2ZotVoiJQeGYe+++65SqWSz2VQqtXWfVCp1zZo1KpWKRqMRMVOdnN45t5O+DCRd0wt/uCSPFFLiTggpdGeD/PjjhPRhNbdarWvWrJk0adLrr7+emJi4YcOGnh7RoyIoKEij0dTV1bW/1Nzc/Pvvvz/55JPEKZ1OT0xMHDt2zDPPPPPrr79iGDZr1iwiCGUbpMeSbTgOnq5tL/QPgcqWr/1CEWfooMAwL87NCSukx5KJQgTD+i9aGzj9LasRHbxE0qWJ4UY678fDnp+9U8rjmwctKWZx0+58/SKOt7VutAcB5PMh//l04Hsn0oYcTYvLqxVqjFQAYFYyOH4GCsNBD0y+hSW0qKUO9mW4hWm19RKLXjNp0qRt27a1uWo2mzMzM8vKyojT8vLy69evy+Vy4rSoqCgvL89hTZ1Op1arc3JyLBYLUaLX61NTU+31dTqdRqNp3YPFYsnKyiosLLTfXSKRpKSkKBSKLt9JR3S/mnt4eIjF4k7iL7LZ7H379h09enTHjh1arTYgIAAAGAwGYU2g0Wj2thiGtcn66eLi0sbEYIfP55MmBoLeObeTVgaSrjFb7smljaTPQErcCSGF7mx07nRN0ifpw2qenJw8fvx4IrCcv7//ggULDAZDTk7OkSNHDhw4QNQ5dOjQ999/v2/fPpvNZj89cuAX3GYDgCNHjuzYseO7774zm83tK/cq5s+ff+vWLQCQSCTXr1+3l2/atInJZO7evXvXrl1Xr16dMGHC7t27ky9dunTpkkAgKC8vP3HiREVFRWNjSxhForn8ckb20vXmn0/C8gXQeq0ybTRgGNzJa31rL7FwyOCg7KXr5ZcziBJtfVXJsc0MnoUldBA0oTU3M3g7f/H89P9KWUwrEO4Gc6st6tSiI5/f44MvCJxYNvf35V5v1WTG7zgVu/74oGMpITakw7UMRrVZLQ6uIigwBaixWSEQCAYNGnTmzBn7JaPR+MEHH6hUqrS0tD179gCAQqHQaDTEdobjx4/X1taWlZV9/fXX7Wvm5+f/73//y8hoeTMajWbDhg0IghQWFv74448AkJGR8c4779h7sNls77zzjkwmKy4uJnrIy8vbt28fjUb74osvWu/muC8eWM1dmAw6BWPTHS/p/w50On316tWzZs1atGhR6zwUrQkPD58xY8ZDv7WT0DvndnLHBEnXkP8ZdTb6sMRZNGqT3sigONjb6eT0YaGTOISKojYAqqMA8iR9lT6s5hUVFePHjweAkpIS4tuyt7d3fX29XC5funQpAFy8eFEsFs+dOzc7O/v06dMMBoM4Tb19J+3qFU+RQCQQzJ49Oy8vLyUlxWq1tq48ZcqUHn48AACwr8EwDNu1axdxLBaL7RXWrl3bpsmLL75YWlUbEuALAGq1ms1mz5w5k9h2QVQQIfTLcU8NiPVnXE4DPy/Y+BZcvQM6PcSGA5MOX+yBdkYWHp8VH+N3Z97KxIx9dE9h/v73g0bXoT+5Q6ekZXF/Oy8ymVAq9e6PEMXwgU+VXty0yy9pAdNV3ElzO6r0y/12fLJ9oDxkXB2wbDop7dZOMeDQPpatzYKo62kcV5PDfswGoNCZADBx4sT169cPGjSIKD99+nSbFIkxMTF37twJCAiQSCStszO2rwkARKrFoqIi6CBZY+seUlJSRo0aRfxuCdOPTCYTCoXx8fFBQUEmk+ORd8kDq7k3n+PN5zxY23uhjZNCG5w8FeXfpHfO7aSVgaRrmPR7jQNM0jfowxL3deG5cVh0Cjn1taUPC53EIQEuHD6bjaHkvgknog+rOZfLJXwQhEIhgiDJycnEZvuEhASiQkZGhkgkKi0txXGcSqVKpVIQGtUkAAAgAElEQVT7qYBCkZQUzVy+HACIHA2bN29uXbn97RSFt8tPf6eqyLaaLVyxv0/i097DpyMdf1TvKVAUdRW1JBTkcrnQbi1X9N53Pl4CkRsPcBz2HIert2FAJHDZcOEGpGaC1bEfh6s730ehLXr3W5//TmsquRk/pwG6sjIk33DZtqFo217vj77xffe1Sns5nWfpN7Kh4MCG+Je+7uJhcLzo+NeV57YPW1bE925JkEHzMtJY1pp0ns+A5jbVy6+6iAINNI6Db7w6ORW3Umh8EUA5ACxfvnzr1q3Ear99isTWDVtnZ3RY055qETpI1ti6B6lUGhISQpwSbjhJSUlarfbDDz+k0WjPP/98Fy+kA/qwmpN0RO8UOvlfbZKuUai1Am4fjKJE0hF9W+IM0sTgiL4tdJL2NKl1Qu4j/GxF0gvpw2o+cODAM2fOBAUFCYVCoVC4c+dOIm0e5c8JXygUTpo0ycPDQ6PRVFVVmUym1qfp6elSqdTPz0+tVmdlZbWp/Jc74XjuT+vqbhwIHlMTNlqHUXFlTX7pH7lVl/YMfuMHCrPX6VQnQtdX19cdvjBmdOTdovIaKK+5l26DA90vHr5gCZEGjqzDqDiLaTOZ/2KytFoRGvWukeLNpdU0Kr7imdrlq0KPn3F9bGKj/VJQouzsumSLQdd5GMji419LU7YmvlpM51lal8fOq7/xrQ+FZvPsr2kpwqEylV98QZD4WrXDrorOiX2TnsD/tAqJRKK4uLjz588HBQW1T5FIWK/a4zCZYmsjjsNkja3x9fUtKSmJiYkBgLy8vP79+1+7dm3QoEHTpk0rKio6dOgQ4YZzv/RhNSfpiN4pdPJ/2yRd4ynk9/QQSLoVUuJOCCl0Z4OUuBPSh4UeGBjo4uLy8ccfh4eHl5aWent7t6kwY8aMrVu3RkREFBQULFmypP3pF198ERkZWVRU9Oyzz0ZERLS+2rqf0pPbFbn7k94spP4ZcZApMHv2z88+rL3zzYrBb+7qnue9dzoRuvRosqe3iEp7kLUAlUbxFAslJ26EbWsGAB9PY3k1w8v97pf/0kqGj5fRfkpEm0VR/MP/lj37Vnh4sC4sUEdcojBsgn7WhqwrXoMndTjU2+fKz37X3sQAAHxv4+Dna9N/8iw6KxT20+M40ljCxC0IhYojFAdu5BXXBfIK76RlrxSV37UfTZ069ezZs0FBQRMmTFi/fn1xcbFarfbz80MQhMlklpSUZGZmtumnfc02FYhkjcHBwc3NzfZkjW0qnDlzpqGhAQCIcI+BgYGbN2+OiYkpLi6eP39+R2+jc/qwmpN0RO8UOnLlyuWRI0f17CDySys/33N0yLhEe8mI0IAwD2EPDomkNfkVkoiAe9ovR9I3ICXuhJBCdzZIiTshfV7oJpNJJpN5enpSOvBZUyqVPB7P/sH5vk4BwKLXnHttROLr+e0jHeJW5OKmqNhl34siBj/kp/p7dCL01NEvBoDJw8vlwXqur1NmVhZOTLkGANdu8fcd8/jsnRIG3QYAFguycmPgsIGq2ZMbAeDJVyM3/q/Uw8Uiy2cb1Vi5mvrNr+67N+dz2S3bGcquCDTqF2KWfFhQUGAymYjP+3ZMGuWFN0cPXVro4mPoaDBVtXRlFZNjRgBwF1+jMEBfellQelEQOlHhHa+mMq0AoJLQi895Nkt9h/x3L9vDv5NHa5MiUafTEeaGLmu2wWAwtE7W6DD0gFqtxjCMxWrx47BarXK5XCQSYQ8aNKfPqzlJex660I0W676Uu5a17Ks3lsyZEh3a7z6GlJ9H+jKQdE2Ir0dPD4GkWyEl7oSQQnc2SIk7IX1e6DQazcfHp5MKLi4uD3wKAA051wX+ZofJFBAM9xskrbv5G2Fl0CukRpWczhMyRV73Pn51bYks/ZLVYnCLGiEIib/3hp3QidC1ZbXceL8H7pnLZ+LNLR/wRySosgvYT74SER2uZTFtd3I4MeHaWRPl9sr1uey8ay6ifnqmwMKqoUUzrKvWB325vojwAGAJTY2VlQBw7tw5nU7XxspQfPRz77imNiaGKgkjt4g1ZXRLxkc2y8YO14oEd0UTlNQkCtKXnBfk/eqK0W0WA0rnWsw65qj1ezo3MQAAn/+XL8N2E0CXNdvAYDAYDAYA0Ggdbpsn4mXYwTDM3b2LIBed0+fVnKQ9vVPopJWBpGtyy2tjgx/87xDJPw5S4k4IKXRng5S4E0IK/W+ia5BwXNtGGbTDcTco0kvr0s4WHFhvUsuZfESvstE4ovB5K70GT+6y88oLPxUe/Mh7oALDrLe/dPUePj9i4f81NTX99NNPfD5fp9M999xzaWlpISEhRGDLe6QToRsVavrfSFvIYNAsOtye32H5vyRPz64vrWTacHjhKYlLq60NX71efmef17AXanl/7qHwT+fmnXAz6zEaywoADL7V0CQjMiwIBIKamhofH5+MjAwPDw8BA8s+dyRkfpNCSdl71BNB8IHRmuEDVVfT+LlFLDoNVzZjFgsyMFoDAAK+Zd8xd7MZAYDFT0hdfAwJz9QBDkY1hcKwYjQ87zdx+ant0YvXP/BT935INXdCeqfQSSsDSdf0wh8uySOFlLgTQgrd2SAl7oSQQv+bUFncZj2jo6smLWZQyvP3/TtmTrlrsI5YezeWsLJ+equ5Kids7lud9KxrqCk4sDHxtQKmwAwAwWNlyZt/cYudePJWwcKFC4VCYXZ2dnZ2tkKhMBqNAKBQKORyeVBQEIqizc3NRI5A4kClUtXX1wcHB+t0OhRFGVa9xWJxuIUEwZC/k/8Ox3EEQVqnkGSzrDERmvY1c466x8yp57UK0+Adr26qZJScF0bOaAAA3AoIgp08eXL69Okoih46dGjZsmUSiYTFYhmyU9mBRrmGWnqVOTlJHhqoP3HWFQCGD1Rx2RYcB3kTdenCupsZPAAwmpCYCG1shObkRWFxBasl9AMC9mgO/UbILn9+sv+itQjaZ5P4PrCay7V6uU7fT+hCxXpdthSSzumdczv5MyLpmluF5T09BJJupQ9L3GC25NY1ynX6nh5Ir6MPC53EITdLKuuaHawHSPowpJq3x4bj1Uq1xmjquiqAKDyhoZBpszjO/1qV5mFsqhr5SoFriM6+9nYN1o18taDmym5Z5pVOem7MTfWI1DD/dPin0G3+g+tkmWfj4+N37dqVl5cXFRUVFxdHXL1z587p06fVavW3334LAPv377fZbDab7eeffy4sLDx+/LhGo/nhhx9Onjx5+PDhzOLy77//3uFN6a4uRsM9PbhDDHoTdg9R7a0mRNNAc4/QtikXx2nk5S3hDAzNFLrQ4/Lly/v379+3b9+1a9dstpbgmtK0Y66BCgAYO7zp2Bm3b/Z4hwXpWveTEKO2Hwf4GHKLWDsPeF2/zdcbHKxxmAILw8XaVHJ3w7nJZLpz505ycnJhYaH9pv9oHljN6zVahc7QbDR2XZWkl9E753bSl4GkaxLC7iPaB0kfoA9LvErZrDaZjAqriOU4VpPT0oeFTuIQhE6rbGoWsph0Sp/9pteDKJXKI0eOaLVaT0/PWbNmUakP7pcOALW1tadOnQIAGo3Wv3//+Pj46upqAPD19b2vfkg1b0+TzlCrUmtNpnD3rrchsD39BSEJhWcUEVMlbS7V57M1MiRmdg3tz4iGdmgsa+T0iuJjn7jHdhhtHUER3PaXVTGOIwhGiY6ODgwMTEtLO3To0MKFC4lLN27ceOmllwCgsLBQpVINGTLk5s2bOI4PGzbs9OnTwcHBUqm0tLQ0MjJy+vTpAoFg165dDm/KCfVTKVVsTofeGZ2jUuoQ3j34QhAGlz83Vtx9QBsgSEtzbSO9XM996qnZ48aNA4ALFy7cuHGDSqWaTEZFcQEz1Ao4UiWhv/F8NYLAB1/6r1pRae+Hgt0dw+5DnnOmNrqLTCcvdihN9zBZY+51YegAADhx4sT3338/ePBgNze306dPl5WVrV69Ojo6+t5fQi/kgdW8xbHlb7i3kPQUvXNuJ30ZSLomvaiy60okfYg+LHEcxwHARv4VbUcfFjqJQ6w2HP7UCJKHS3Nz87p162bNmvXKK6+EhYVt2bKl8/pVVVV//PFHJxUqKyu9vLwWLlw4c+bMlJSU1NRUFovVSUS6jiDVvD3EnwPbPetB7NLP6nKDso/6mnQt5jmbFSm/Ksz4OdhiQDz7O/YP8ojQKstKbNa2WRjtuEYOlRWwtI0t1iizHqtM9XSPHXfs2DEmkzl69OjXX3/9ypUWbwgURQnNNZlMVCo1Li4uMzMzNzc3OjqaTqcnJiaOHj36mWeeoVAoFAqlE6F7PDGuXtHWxeDeqZdrINjWXEfvvBpGxbkeRmkup015bTpXFNTiV1if75XbhCUmtiSbGzVqVHJyclxc3IH9+9M11OQ0PgDQqPin231PnBOxmDYaFeewrOm53PrGv9jvwoJ0R0+5/vKre04hOy2TC45gCQ16eQUAnDt37ueff969e/fq1auXLVu2YcOGNWvWrFq1qrGx8b7fRW+CVHMnpHcKnfRlIOmauJDeuNuH5NFBStwJIYXubKAIYiNNDI+GM2fOzJ8/XygUAkBMTAyxkZ5waNfpdEwmc8GCBSqVau/evQiCDBw4sKKiIjc3d+DAga6urvv27TObzQCwePHi1nnv6HQ6YVYYMWJEYWGhq6srAIhEoiNHjigUCpvN9uyzz2IY1lFzAlLN/z40rmDUB7/l719/bt3vHA8MpeAaqc0lqP/gt1ff+HAhSnGsUygFx2ioRaemcQUOKzBdxZFPvnP16w/EsUqUapWkC/3GLBKFJwSZ6Z999llMTExeXt706dOLiooAYNy4cdu3bycSdhK/Ci6XS2QxmDBhwu7du/39/WtrawUCAQDEhfhlXgcAkEgkFRUVw4cPt9/Uc8aogv98aQj1YDA6zIDQEQaDqaFe6fnymLqsUp6XrPPK0Y/Lbu0WM10sLr4teSKq03j1eZzRb1UAgLGZ0ixB1mzdhP7p8kOlUleuXAkAry9ZeOObk1PfqCDKQwN1Gi32+KRGAHAVmt9cWs1k2FAUB4DBcS1ROYfEqSkUnE6zGU2Ov6QyeBZDUS0AbN26de3ata0ziYSHhz/xxBPXr1+fOXMmUSKTya5du4YgyIgRI9zc3IjC3NzckJCQ5OTksLAwg8Hg6emZnJwMAKNHj+Zyubdv3y4pKQkLC7PvcAGAioqKjIwMBEGGDRtmTyGRl5cXGhqanJys0Wji4+P9/PwAoKSkxMvLi81u2Yui0+nq6uqCgoI6f8OtIdXcCemdQietDCRdk1NWEx10f26ZJP9oSIk7IaTQnQ3SxPDokEgk48ePt58OGjQIAI4dO9a/f39iuXjs2DGr1Tp58uTQ0NATJ04MHz6cy+W6u7vn5eXFxMTExsaePHmyuLg4LCzM3smlS5eqq6tNJlN5efnKlSsLCgqIGwkEgtmzZ+fl5aWkpLi6unbUnIBU84cClcWLeW5j1L/WNFcX4VYLx6sfjScEHAccMWkwGqftjgkAMOkwmw2hcjrLeuibOFcYNkiWcdlqNgz+zwh+QCQAREdHh4WFNTY2jhkzhkqlBgcHE5WDgoIMBoPdn+XJJ58kDgIDA1988UWtVmvPj5hdWr148WIAEIvFYrG49R1pbi5+LzxeeOJSbPR9/yoKC+v9l8/xnj3p2nsnAhPlVKaDp7YjCDD0ny27uVPs4mtg8C2qGobNigxdWkNl2gCg6JyXb+IslHrX0mFUNsoLb1n0WotRx2PcjZVAo+JCl7v+IGyWg5vaC+k0x0EWMBpuNWjr6up0Ol1UVFSbq4sWLbIfp6ambt26ddq0aTiOv/LKK6tWrSJSbL777rsBAQEeHh4ikWjTpk1CoXDcuHEajeaFF14YMmSI0WiMjo7evn37vHnzkpKSAODgwYNXrlyZPHmyyWR65ZVX3n///fDwcAD473//Gx0dHRsby2QyV61atWLFiqFDh16/fh3H8WeeeYYYw7Fjx8xm831ZGUg1d0J6p9BJKwNJ14T6efb0EEi6FVLiTggpdGeD9GV4dLDZbJ1OZ/9GqlAohEJhaWnp7NmzASAyMvLUqVOLFi3auXMnh8MhNqITBAQEHDt27Pbt22VlZW0WhEOHDk1MTDSbzZ9//rl9n0t6evry5cuJPgFAp9N11JyAVPOHCEZnCoJj754jiMfAxKo0WfAYBx/2q28KPOJGIEgX+5TZHv79Jj3dppBGo7WXJoqiHW2ZQVHUbmKAroQe/L9nLu8/W1uj8PYRdj621tRWyxUGy6j/Pk3hsb0GTy062xQ1s7bzJl7RGtdgXUMR26TBvKI1rkF6BMMBQNNAq80Ujv30DaKa1ajP+fH/6m6eEQVbqEyTWspQ15lr07ne8epOu78PDM0UhkgslUq9vLzshVKpVKFQEMccDsfPz89kMn3xxRdbt27l8/kAMGrUqDVr1hDhNhsaGl588cXx48fLZLLKysotW7YQbiO5ubk4jr/99tsAEBYW9t133xFWhuPHj//www9EcBY+n3/u3DnCyiCTyZYuXdqvXz8ACA4O/uGHH4YOHTpt2rSXX37ZbmX4448/Pvvss/t6QFLNnZDeKXTSykDSNRV1jWF+Xl3XI+krkBJ3QkihOxs2Gw6OI+WT/F0SEhLOnTtHfBQ1m82ffvrp+vXriRSDfD5fqVRyOJyqqqo33ngDQZAPPvjA/iF69+7dc+bMcXd3P3nyZJs+GQwGsXSMi4urrGzZgisSiaRSqZ+fn1qtzsrKysrK6qg5Aanmj5SwOW9fffeasJ9aGPCXNEZNlYySi+IRa/7XI6PqXOgUHnvQ75/dSFpOpaDuni4dVWuNTKrMK6wbmryNwmMDQNi8ty+vviQKavaMumsIqKhhnL/WsjfEhWeZM6WhWkIHAN/YvxgLqqsZN3cFJcx7m8ZxAQCb2ZSyYT5HmDV+dTXlTxcGZQ3j9o9eZgMaMEx1f0/eAUYVxhD4WTCstS0mIyMjLS0NAJRKpV6v/+abb/Ly8ry9vbVarVbbErpCqVSaTCYajUaj0caOHUsUhoWFESYGAODxeIMHDyaOCU0njvfu3QsAUqm0pqbm4sWLDEZLuE0PDw/CxAAAXl5eTU1NACASicRicW5ublRUVHFxsVAotO/UuEdINXdCeqfQSSsDSdd4uzneRkjSVyEl7oSQQnc2EATByTCoj4bY2NiUlJRt27Z5eXllZ2c/++yzADB37tytW7cGBweXlpYuXbpUIpF8+umnoaGhLBZLKBSmp6cPGTIkLCzs6NGjLi4ulZWVtbW1rfd123Fzc6uvrye+r86YMeOLL76IjIwsKip69tlnjUZj581JNX+ksD38B6zYkvb1y36DZd7xCqbAoldSatOFVanu8S9/xfEK6JFRdSl0bmS/hN8+u/34fwM0xqBAdwTt0PqI2/DS0vqKWlXCb59xI1uWx3SeaNAbO1M/epL+bJHg/9k77/AoiveBz/WSu1zqpYeEhIT0BAiEEqpSBemC+kMQBATkq4BKlaKiIigKggIKKEUQgwYpCtJJKAGSS+9XciXXcr3f7u+PxeW4XCpJCMl+Hh6ezd7M7Oy978ztvDvv+4Y9CrtQyaNF9DD2T9IAAJDwIHSas/+C3YK7fCSc4je4x6hHVrbKc/vIlOLkmTxHA6hHsGngoprrO0P9YvQ0jyfCZ2qEFEmxm92CZ/qZA5N0DQXFcEIpYAcMjCP7+9fU1KAnx44dO3bsWADA7du3f/75ZwCAVCoViUTHjx9Hy/Tv399kMpHJZHd3dzToCWoyePRtUB7HwkTzYv7888/Xr18PDQ1FzApisbh+XRwOh+5Revnll8+cORMXF3fmzJmJEyc256YcwYZ5N6RzCh2zMmA0jUKtY9BamegI43kEk3g3BBN69wMzMbQjixcvVqvVRqNx0qRJOBwOAODt7b169WqVSjV9+nQAgJeXV1RUlE6nmzJlCgBg5cqVNBpt5MiRAwYMIBKJFArF7JC13jFiX3r6E9kQN2zYoFKppkyZgsfj/f39XVZHwYZ5e+ObMHjoZxcq/9qTc/SyWaOhuLuzE0cM3bqE5v3MXjM2R+ieA+KG3Pspb+4WwfWSXj19/QM8iKQnFgg2q00iVpVXSd0SIof8+TU1iO34qUd4XJ+l393d807sS9yQfo9e4JNJkKNlQaUhAgAEYgpfSFFpiBYjoafUg+TeP+zFuWgZ7qWf094U1N9jRfe2BvfVCO65R734yKkBhkHRGV9RLjOoj4ZEhWpy3Csue/WdI2b6WRq/U8iGk5eRkpYMIzM8CATC3bt30d0HCDdv3kQOfH19Q0JCVq5ciX5UWlrKYDAAAMiIbib5+fk3b97cv38/Uuv69euolaEhhgwZsnv3bqPRmJWVtWzZsuZfCwEb5t2Qzil0zMqA0TRu1CbSFGF0MTCJd0MwoXc3HF+dYbQHLBYL2XHgiGNAezKZjOShAACgIeXRA8eXoo3j2Gbj1bvzMBcIBP/88w8AgMlkpqenO/rktwkikQgAEBgYSPPyj5+zBYAtbdt+q2mm0KlB7AEXd8sv51R/eaTg3wJ3LwaNTiXhYCuMMxpMGoXOe1BCwtF3fEb2c1ndN3HIoA2n7u2YK8qTxU6oBgCcueRzP58JAEhN0qalaBR1JACAvI5osRAGesAXbvgo0yZFDnr8ot5q0NiMemaAC+sYAMC7p7HmgTv6Z9V1TxWfOvwDLokKAQB6vQD4d93v/RQ4bBWPQGpsWpMUMlihEYiDxpIlSz799NOdO3eibgu3bt3Kz89HBlFiYuLWrVurqqp69uwJACgsLPzqq69+/PHH5nyZjuh0Oh8fH8TEAEFQZmYmOuobgkAgpKenf/bZZ/3790dSh7SIVg/zR8YTzJPuOaRzzu2YlQGjaaz2xkIHY3Q9urDEmwy+1W3pwkLHcMkjEwP2QNn5kJtU1yQPdVZDnGfPvj69cW0npO48zLlcbkhIyJAhQ1Qq1c6dOzdu3IhET6z/9fL5/MLCwnHjxrWofWT7vcugm8+WFgndZ2Q/n5H97AaT+n6JsUZqVWpIXu60ED9Wn2gCvYk3pcygiOHbLnMvHc36/ttK2NY/QvHCaDnNw0akQpAdZ9YTDAoSv9iTIier+6UNfff1Wo3pifowAHCzVN1uxZX97T38fR7JIf1EaH+NtMSNf5sVnq5qqCIMgdJ/esT936NIk8OHD9dqtcuWLUtMTPT09KysrGQymR9//PHnn38OACAQCB9//PH69evDwsJwOJxYLP7444+b0z0n+vXr99tvv61atcrd3V0ikYwdO/bQoUO3bt0aPHhwI7UmTZo0ffp0JKBDS2n1MPdnMsgEI6tTrlcxGqdzzu2YlQGjaWx219mAMLoqXVji3nSaymjy7Hz7yp45XVjoGC6hEQhEEoFMIDzrjmA8Bgbwloc/fFV4JMzbRCXbBLlucay4Q0M+DaK3LPxbQ7R6mK9aterOnTsuPxowYMD27dtb2uDixYvnzJnj6AnSAZDJZDqdTqfTo6Oj1Wo1lUr99ddfNTqd1g6/9ursgoKCsrIym81ms9kKCwsJBEJCQkJAQIBYLJbJZEgKwxMnTmg0GhaLxWQyx4wZc/ToUavVCgBAUkU2REVFxcGDBw0GA5FInDx5cuPLS5colcrs7OwJEyY0VGD37t3o1nqNRnP8+PEFCxYQCATQKqET6FSvdBcxQZoETyT1HDu3x4hXdD//oOM+yDlSbaxTwRAE2yEBzKD7+FH9EvrMGp84IL2srAxouI51SW7uRDpdKyEz/V14PcjK6O7/bXPQ1ZLpXlaap9WpjH+sXlpKD2+4e/w7HhRWJDt5KHpm4sSJ48aNKy8vt1qtwcHByC6DPXv2IJ/27t37yJEjfD6fQqH4+/ujjhK///47csBms9HCAIC1a9eix97e3vv27QMAkEikr776SiwWWyyW0NBQHA43atQoZKvRyZMn0fIeHh6OGyVoNFp0dDSSiqKltHqYe9GpXk3ZktoVyGw1CaW0HgE4whMvhCwWi0qlYrMf+enweLwePXq0on2j0Wg0GpvcS/I80jkf4TArA0bTMJ/ppIPR8XRhiXu7Ub3dOl0Y3s5AFxY6hktCPZgeDNeZ8LoPFy5cQCK0EQgENpudlJSEBnV7Jmx5+MMh3sG3RjxkUK0AABjGZZXXDDoryJ98yp3k9vTtt3qYb968GVlOAwCQvHorVjx6IYzk52spJpPJ3uEv3+7evatSqTQajU6nCwgIyMjIiI+PT0xMLCoqyr500cPDQ6FQvPXWW1wul8lk2mw2rVYbEBCg1WolEkliYmJ2djaDwXjllVekUummTZt69OiRmJiYlJR07ty58vLyhi6q1Wq3bNmybds2f39/g8Gwfv16T09PJPNoc1i5cuWOHTv0en1hYWEjVobr168jVgatVrtp06b//e9/hP8MiB0/txMoNI+eCQFx/RErkt1sJJCpd+/dAwDI5XKqp59TeZ1Ol5GRMWfOnLAX5hSf/6b/3Aqn/SUGJanmgSc7ygKAAgCAJ8J2m4tdD3YbTmnC/3giAIcDJCLUN0EX20uPfqoRUUouhA5c97lTLSKRGBMT09C94PH4sLCwlty9axw9dFC3poaAYfjw4cNo6pmW8jz+mtsNpqL3dgqP/0Nm0CwGc6918yJWvfqfCwcQiURnzpx55513AAC//PJLSEhI66wMMpmMy+X279//5s2bL7zwQlvewLOmcwodszJgNI1CrcMeRrsVmMS7IZjQuxuYxAEAO3bsWLp0KQDAYrHcuXNnx44dP/30UyscodsEhVn9ddHR+cNzERMDAACHgwdH8VUG5reFx9cnL2iDS7RW6I7rIsSs4BgM4nkhIiKiX79+Hh4eSAy/ysrKqVOnAgBiY2MvXLjg4eHRr5/roAMIZWVliBsFm80ODw8PCwv7448/7t+/X1VV1YijRHV1dVJSkr+/PwCATqfPmzevpqYGsTLk5O1KVO4AACAASURBVORIpdL4+PjQ0FAAgMVikcvlaFNcLheCIJlMlp+fj3zbtbW1Dx8+7NmzZ1RUlMtr6fX6jRs3Ll++3HENdv3mLSJkRa9is9kkEgkej5dKpcnJyfn5+WKxODY2Njg4GCkPw3Bubq5EIomOjkZCErSCUaNGoccECg0A4BRkMSoqyvEukLSvEeMXZj34O/ekNX6ygEh59G5WXUPJ+aVX71dW1lw/UXHFEDmilsG22M34Oi4VTWkBAIBhILjnbgmw+nlaRw6q0xsIf1704Qkp44YrAQBmLeHuwciEeZ+5h0a37o6axAbZhQaZ3KTS24wWyEohkN2INF+qRyDdl9ASV02z2Tx//vyUlJSW+uygPI9ze8HiL+x3OC+MSSIS8Uaj5f6uXwl0StjS6U7Fjh49GhQUNHz4cIPBAEEQMpClUimbzUb+BwCIRCJkEEmlUl9fX5PJxOFwmExmbGysn58fi8Wqrq7OyspKSUnx9vbu+DttJzqn0DErA0bTBPo8fw8TGE8DJvFuCCb07gYmcQAAlUqdPHky+uf27dsvXbo0fvz4Z9KZ65KHoV4mJtV5u3hssOBM+aU2sTK0n9Dz8vLYbLbjC1uRSCSXyxFHg4KCAhaLxWAwLly40KNHj/qOEgqFIjc3d8CAAciyAQDw4MGDO3fuWK3W2NjYkSNHIntMiouL8Xh8dPQTC8WysjK73d7I62gUb29vdC0NAHB3d1er1SwWS6VSIdclEh8/FZNIJGT7BhLWEQDg6+srkUjYbLbNZqutrT18+PC0adPYbPa5c+cauWjPnj3v3buXn5+fkJAAAEhISEAONmzYEBISEhkZuW/fviFDhowdO7a2tvb48eMffPABUnHHjh0zZ840Go2VlZV9+/blcDi//vprSkrKyZMne/fujWQqccRgMHz44YcrVqxwfPe+YcMG/4DAmN7R6FXUavWmTZvc3NymTZu2e/duu92ekJBw4MCB9PR0xDSwfv36uLi4kJCQgwcPjho1avjw4U1+sW0FnkROW3Oi4PC6S59c9I60k+lmba2bQUmO+7/NQQNfCkwdl/XJNLOWFPtSTeKM2vtHA1LnilhBZgCA3Yor/NMXT4J9Ig0qDZFOg+g0aMEs8aavw8YNV2qElG+/iKaEpdVW1s3uD3E4HD6fr1KpYBh+7bXXcnJyVCqVWCxmsVg0Gk0sFoeFhY0cObLJ3sIALqqrvizOuSi+VqiqFupU7hQck4ojE2Aczma3E6wQXmOCdRY4lOkV7xkxJmD4iIC+UazQxpulUCitC8eA8tzN7eZaZe3Zm6NGxRMIeAAAjUZOTgy5vfWwk5XhyJEjZDIZEU1ubq7FYkGU88CBA2vXrj106NCKFSuIROKyZct2794dGBi4f//+//3vf1988cXEiRNLS0tzcnLS0tLy8/P9/f11Op1Wq+1KVobOKXTMyoDRNNViWWxY0LPuBUbHgUm8G4IJvbuBSbw+bDa7rq5Oo9Fs375doVCQSKQ5c+b06dMHAGCz2Xbt2uXv73/69OnDhw//+OOPqBv82bNnw8PDm78HviF0ViOV5OxqDgCgkWx6m/EpG0doP6EjK9KJEx+nDLh79+6NGzd27NgBADh27FhwcPD58+dDQkKQt/qOSCSSxYsXjx8/HlnlQhC0efPmhw8fTpkyhcViHTt27NixY7t376bT6Vwu96effvrtt98cq2/atOn//u//mmNlcGL69Ol79+6NjIysrKx86623Hj58iJxnMBgPHz6cNm3a77//XlJSwuFwkEgKo0aN2rFjR0lJiUwmYzAY0dHRp0+f9vDw4PF4QqEwKSnJ5VUYDMa2bdsOHTq0Y8eOsLCwsWPHpqWlZWVlsdnshQsXAgBGjBixcOFCl8va9PT048ePT548WSAQ0Gi0//3vfwCAwYMHv/POO05WBrPZ/NlnnxGJRC6Xi25AQK4yYvyk2LAgx6tIJJI///yTx+PduHFj3bp1AIDhw4cvX7581KhRRqMxJiYG2asfHR29Z8+ejrQyAACIVHryoq9Nr8gUxfdsJn3QiGCv3v3wRBIAgOrll/7JuZxvFt4+kJswpTp2gvz2/iCGr5VMt9fxqD5RhtS5oocljCdaw8PcLM/TJ3okj5v30rzl+fn5f//9NwzDNpttzpw52dnZd+7cEQqFvr6+8+bN+/jjjydPnjxu3LivvvqqcStDqZp3qDzzcOWfMM7Yw0cV7Fs7NsLg5WYi4F2kt7BBeIWWKtHc+Ul4ZUOeuxuBOTdi8hu9JoUx2st587mb2/XlAoYXk+AQi4HBpFk1OrveRHB75Ahw48aN119//dq1a1OnTnW0BqL06dPnwYMHPj4+I0eOvHfv3rBhw3x8fMxm88KFC0NCQuRy+bfffpuWlgYASExMfPDgQZs4wnQeOqfQ28vKAMOwUq3VGYwAAHc3uoc7syXJZTE6F1Ehzs8EGF0bTOLdEEzo3Q1M4k4IhcJ///1306ZNq1evXrZsWWxsrMFgWLVq1caNG/38/CAIOn/+/IwZM44cOWI2m0tLSx0renp6Pn0H4j17Ch64QRAO/+Raha9wT/RqTRC4+jxDoZ86dWrt2rX1faGFQuHbb789bdq0N954Aznz66+/lpWVHTt2DNlfMGvWrLVr1+7Zs2fVqlWjRo3atm1bUVERatMpLy8XCoXNefOcnp7udMbb23v16tUqlQpZsaOb/H18fFauXEmj0datW6fVaqdNm4acl8lkc+fOZTAYFAplz549I0eOHDBgAJFIpFAoZrO5kcyjoaGhH330EdLb3bt319TU1NXVoR4EOBwuPDxcKBS6XDuhREZGIgcEAoFQL2irXq9fsmQJi8VavHhxZGQk4hxRWFjYv39/ROjoVdzd3RMSEggEAofDqa2t3blzJ9KCSCTS6XQMBmPkyJEnTpyoqqqqq6trvEvNRC6XL1u2rFevXna73Wq1xsXFuQyWKZfLf//990WLFgEAqB6+QQMfbykSiUS///77O++8Q6K7p31wtPL8gVu7vw9IqEtbILToCXYrPnaizM3nCQud3YKXFLjVcDzEzFRLXIyS4PHLL7/AMEwikVgsVlxcHADA29uby+UCABB18vDwQGxVjfhM3ajN3ZS7O1dZEhtUO7m/iO1uaPL2iXjIj2XwYxmSQuQAAGGd2z/C6q///CXdP2VT0tK+Pm0ztB157uZ2t14hOqXWbodQQ4NOayS5M1ATAwAgLS1t0qRJbDZ7165d7733nmN1JF/SoEGDDhw44OvrO3PmzOPHj+NwuGHDhsEwfPLkSRqN5uHh8Wxj7rQ3nVPobW9lMJjMp/6+fo9TQqdRGXQqDAOt3mCx2ob0jZ/ywhAiEQtn/fyRX1WT0qs1cVYwnlMwiXdDMKF3NzCJAwDq6uoWLlyIw+HweLyvr++aNWu0Wm1wcDCy6qDT6bNnzz579uybb74JAMDhcPPnz8fj8WazuT06k+IdnegZn10hHBzFQ09qjOQ7FT3PvzCnTS7xDIUeHR1d38TA5/ORZBOzZs1CTx47dmzt2rWo6wQej1+8ePHcuXNXrFhBJpNHjx595swZ1Mpw5syZ0aNHN7LCbxKXASbQOBSOn/r4+Pz0008UCkWhULz++uuOxRrpwIMHD0gkEuIl0atXr/Xr13/00UeDBg2yWB67xiBGCiQQKQIMw0bjExtYcI2+rPPy8kLcVTZu3Lhx48bvv/+eQqFQqVSLxYIKHTWFIP/j8fihQ4eOGTMGaWH+/Plubm5lZWW7d+9eunTp5MmTzWYzktPxKYEgqFevXmgayK1bt3I4HMSVxqmY0y2j+Pv7I/s+AAA4AiHypUWhw2dVnt177+fTOJzBL0ZlUOqpLBuBDElL6Qo55W6Fn6ISTwyOZscEDVz7bdnhw2PGjPHz89PpdHw+n8vlOn2Z6J/IwaMsv09SWFe1OHtzua58QGTlkj4yl9sWmkOQpz7Is3REbPlDbtW4fx+meifuHrA+nNmWCVCfu7md4uflNyE97y4nMSEEicuQyxFErn3DsQwSDiYtLY3D4Vy6dMnLy0ulUgEArFarQCAAANDpdL1eb7PZkOgM5eXlkyZN2r9//5QpU3r27GkymTZt2vQM7q2j6JxCb3srw87Dv0eEBHy+8i03h3CXKq3u1IVr+387+/bsSW1+RYz2phMqLka7gkm8G4IJvbuBSRwA4OnpiWSbQ8nMzCwuLt6wYQPyp9lsRpPJBQUFtffbsIODPx10jl+nZ8QFCygke42Seaei50eJS/v7xrVJ+89Q6PVXlVVVVVu3btXpdI4xF6VSqUQi0Wq1V69eRU9CEKTX6yUSSWBg4Msvv7xs2bIVK1aQSCS73X7hwoVW5NFsHVQqdcmSJa2oiLhLIMcikcjPz69v374nTpxAtldotVqBQODv74/cI1Ls3r17rTNmRUREzJgx47PPPtu0aRNylc2bNztepa6uDimZnJy8a9cuZB+HxWL54IMPvv7664KCgjFjxiCRL65du9aKDjSJj48PYk3gcDinTp0ik8kJCQkvv/wyWiAvLy8jI4NMJqekpEil0rlz52q12mvXrqWkpFRUVIwYMQIAUFheRYydEJgwqSjn1sWsm0adOiWQJJJrypR2qc6WnppCjwvWGU3vvbsEADBx4sS9e/fGxMSUlJS8+eabyP6FJkEzX5jslvUPvvux7PfB0ZWL+tficK20LzhCxEOpPcV9wiR3q3gpZzgr4v5vbcICIr5tXsS2epgLVFqpTh/r50MjdbRDffzeD4re+/rSrxcpDJrZYO61fl7YkmkuSy5YsGDt2rXz588/efJkXV2dSCRCjX0RERF8Ph8AEB4ejkg5NTX1yJEjkZGRGo1Gr9fzeDwAAI1Gq6ioyMvLa8jL6Xmkc/6gt7EaCcRSu93+yvgRTuc9mIw3p41fvWO/Rqd3Z7RBNiaMjiSntLpfdCMZiDG6Gl1Y4iqjqVyhYrvReniynnVfOhddWOgYLrlbyfd0Z0b6emLujI6wWKyBAweii0m73W6z2ZBjdPc4Ho93fNuJvFJrEwLpPvkv//5t4fG/Kv/V2QyJnr0vvDgn1ScWtkMAgnBP/ejfkcPc6YUwi+U85X7//febN28Wi8Vbtmw5dOgQYsHR6XQAgPv37zsVnjJlCvL9I4Hib9y4MXLkyKysLAaDUd9+0SIsdnuFXMVm0H3caE/TTkP06dPn9u3bixcvTklJUavVVVVVW7ZsYbPZUVFR77//fnBwcFlZ2apVq/B4PJPJDAkJ2bhxI4vFMplMTCYTAIDD4fbu3YvuOGgO48ePz8vLO3369JQpU6KiohYsXpIQE41eBS0WGhqampq6fPny6Ojo0tLSOXPm4HC4oUOHrl27lsfjKZXKsLAwLpdbUFAQHx//lF8Cj8c7efIkBEEikUij0SxYsEAulx8/fvyTTz4hEAj79u3jcDhIwA6NRnPgwIEvv/ySSqX+888/Fy5cmDt3rtlsrqqqioyMrKmpQRqUyWRkMplAINx6WLT9u5/wePysWbPefXfT2oEDL168CMPw6NGj0at7eXmtW7dOpVJNnjwZj8ej4V2d8lwgiRLRAwaDMWfOnDI1f+qVd0m0ygUji93ILsKmPA0EPDwwsiYuSHqCYzwnuH5qxNfBbuynb7bVw1xjMlvtkMFi7XgrA8GNmrBvTdy3K401Unp4II7whD03LCwMlQ4ej0e22GzdulWhUHh5eaEORDNnzkQOJk169Eo7OTm5d+/eFovF3d3dYrEQiURkCHz22WeNbw567uicj3BtrEZ1Gl2Qn4/Lj/B4XICvV51Gh1kZnjs6oeJitCtdWOK1WqPdDsn1RszK4EQXFjqGa0gkhcEYYmNS28L1usuQkpKyb9++uXPn0ul0AMDOnTvj4+Od1nhubm5KpRKCIDwebzAYrl69OmTIkLbqAJNEX5c8f13yfPRM7V83c+duga32mM+X9Hjb9fu9ZtJ+w7z+I7tMJmu8ysqVK0ePHg1B0NWrV3/++WfEVx/xUHj77bcbCXUxceLEM2fOjBw58syZM47xJluHxmTRmMw4ANrJygAAWLJkiUajEYlE7u7uaKLK1157bcaMGUql0s/PD/323nvvPbVabTabkV3fAIAdO3YolcrAwEA09wQAYNeuXU6XOHnypOOfa9asaegq3t7e6NbxmTNnTpgwoa6uzt/fHzHi+Pj47N27VywWe3l50en0adOmPY03CgqLxYqJiYFhOCgo6M8//7x7965IJIqOjs7NzQUAhIaG3rhxY8aMGQCABw8evPjii1QqFQAwevToEydONN7y0KFDkUVmcHDwwIEDAQD+/v4cDqd+yVbkXs3kX597c/2Q6PI+YZKW1m0+7jTL9AEPbpfLkv+cmTHy66H+KU/Z4PP7a46nkt0ig5suhxTG4319fZssRqVSEXVyDLeBTO9dic4p9Dbe++fFYgokrn9XIAgSSRWe7sy2vSJGB/CwjNd0IYwuRJeWOAQAaIP9jl2OLi10DBdAyKtmbDA8ibu7+6JFixYtWvTll1+uWLECgiCXr5EnT568bNmyHTt2rF69+infpTdJ4ZIvB/QNHzYitnj1HsjknOeyRbTfMPf09FQqlY5ncnJyGq/i5+cHAMDj8Zs2bTp8+DCymdnLyys0NPT69euOJTkczpw5c+x2O/Ln+PHj7927V11dfevWrQkTJjxlz2EAg/YfB+7u7r1790ZNDAhkMtnf39/JQMNisVATAwCASqU61WophVxx/auguLm5BQcHO0Z5JBAIwcHByDKMRqO1iZeQh4dHQkJCYmJienr66tWrMzMzdTodBEFarVar1VKp1BdffBEpabVaHTuDrA/rgyQZBQ4RMRytIY4RLlrNwfLMubfWTh/woF1NDAg4AAb2Ekzo+3DSv8tO8648ZWvYr3k3pHMKvY2tDMH+vjQy+UjmJY1O73heXqfed/JsRGigO+OR9eiPS7fmrdmG/Nt24ITFbLlx7hL67/OdB5CP/rh0K6ekGgDwoIwLQXBBVY3JYi0TSNR6I79WUatUS+s0/FqFRm8sE0jMFmt+VQ0Eww9KuQAApOLDMp7dDhVU1xgt1vKaWrXOwK9VSJRqmUrLk8i1BlMpX2y22jiVAgiC75dWAwDulVQhFW12e0FVjdFsKa+pVWn1NVIlUpH7X0WL1capFMAwfL+Ui1SEAXhYzrPZocLqGoPJUlFTW6fV18iUEoVartJWi2U6o6mELzZbbXkVfAiGc/67IgxAbjnfZrcXcYUGk6VSKK3T6oWyOrFCJVdrq0UyndFcwhP9d0WAdBW5x9xyntVmL+IK9SZzlUiq1OiFsjqRvE6h1lWJpHqjuZgnstpsueV8GIaRKjkl1TAM55bzrTZbMU+kN5qrRDKlRieS1wlldUqNvkok1ZvMxVyR1WZHfn0dK+ZV8C1WWwlPpDOaq0UyuVorkquEMmWdVl8plBpMliKu0Ga355bzYbRiaTUEw3kVfLPVVsIXaw2marFMrtJKFOoatKLZUsgV2uzQw3Ie/J8g7pdyYRjmVAosVlspX6w1mLhimUyllSjVNVKlSqsvr6k1mi2F1UKb3Y4Ms/8qVkMQnF8pMP9XkSeRy1TaWqVaIFWqdIZygcRosRZU19ghCKn4SNlKuRAM51fVmC3WMoFEozfyaxXSOk2tUs2vVah1hjKBxGSxFlTVQBD8oOyxsrnUUmmdRlqn4UnkiJaaLNb8KoEdglxo6X/KhmopUtGllqIVn9BSnUEgVUgUj7RUozeW8MVmq7U5WiqQKhFl44rlEUHsxrW0sFpoMJkrhLXKx1qqqxbLdEZzcTO0tFIoVWp0QnmdSKF6UkvteRUutdRexBXqHLRUJK9TaHSVDlqaW8F3qaXFXJHOaKoWyxQanUiuMpotAAAIgl1q6f3SahgGnEqBxfaElooVqnpaam9IS0t4Imct1RkqhE9oKdywlnIlcplK46ylVfW0tIwLwTCnUmBy0tI6jUD6hJba7VDDWipW6w1IxUAfT55ErtYbygRil1r6oIzrpKUCqaL2P/VGtNRksXIqBRD8xLh4rKUW65NaqnHSUsdJ2FlLhUjFx1qqNZjQKdFJSx+W85y0tEamdNZSW2NaikzCj7VUg1Q0IcrmpKUAAEctrRRJFU9qqc5oLuIKrTZ7brkLLbXa7E9oqUIllNcpNTqnuRS40tJiZBIWy+RqHaKlSq2+QlhrMJkfKZuDliKTMKqlyKqjTqsXK1QCZy11moSrIQjmVArMVmsJX6zRGxEtlSjUAqlCpTOU19Q2qaXoJOykpUazxYWWlnLtEJRfJUC1FKmI/OI7amn9SRjR0keT8JNaik7CqJaeOXPm8SQMQYiWBoRHffXNriEjR7+zYtXctxYhWlolUez6bk/+f1o6c+bM2W8tnT5jxpy33/3k009ZAT2M5ie0VKbScsUyRy11NQnbC7lCg/nRL76jlmoNphK+GNFSPJlksdhsFhuMxwEC3ulRQanRCWVKkfwJLbVYbS60tIIfGxZUzBXpTU9oqVKjqxLJHLXUaRJ21NIqkdRksRrMFlRL9SZzEVeYktLnVMZpjUaDVNy+a09RUZFGb7RYbcjcrtDoEC0VyuqUWr3JYjVbrYiW1llwb86f//7qNRAE5ZRWv/HGGzu/+TY3N6+EL9YZTffzSz7+5JP+AweJFOo6rb6ippZMpSck91mzZk1kdIwvm+00CT+ppdontNRsKaiqQR8VkK7yJHIAgN5odnxUkNZpJP/94qMV7XbnRwUHLZVo9MYntdTY3EcFnaEFD7TQfw+0AgmibLX1Hmjzn5xLkyJDkUm4sFro4oFWLGv6gfZJLUUfaB21FJ2Ec0qqnR5oeRK5xWZDtFSu1t7nFLl7eLp5se12yDO457Bhw0R1erFYnFfBBwDgGJ737t1DtPTa7Xs1QqFQVlerVJss1jqDRSpXFHGFVpvt8vVbAIDymlpUS+u0euSB1mS2KjQ6hdr5gfY/9X4swcdz6ZMPtGKF6tO7Bz988Plrg+4HejyxnGlXwn00swbmvpW1ftvt4y4faDn1Hmif0FLkgdYOQRAMGn6gfTQJIxWf1FK90QwAqBJJXWhp65ZdAomqw5ZdXKHB3NxlV30tbdmyq4LfrssuxwdaREubXHaRiISnXHY5Lsznrdm2eMMOx4W50dSaMDG4GzeuDxninN3naTCZLRkXb9zJKyYSCAw6DQZAo9Pjcbgh/RImjRjkMsdEcSXvu2OZixf9H3omlOXmTiG1Ya8wngZOpSAxIuRZ9wKj4+jCEi+VKuqMZiIB3y+4M2b9eYZ0YaFjuOQ2TwQASA5kUzvcBRcDxWaz4fF45HWx4zH6KZFIVFzPzZuzyWo2J3yzkj11+NMkF2yTYY4kC0ADZCJAEPTJJ59cvnwZCbQWHBzcp0+fhw8fIlEP165dGx8f/+qrr6Ll586dO3/+fDS7JARBCxcuHDlyJFLm2LFj+/fvDwkJIRAI1dXVr7zyyuLFix3fxmdlZS1fvnzr1q2O7vetQ6Y3VMpV7lRKrJ/3UzbVOXnmc7tUKl2wYEFSUhIMw3a7HYKgDz/80MvLa8eOHRAEMZlMPp+/ceNGtVp97Nixd9999+jRoyUlJcHBwWKxWKlUfvvtt1KpFPlow4YNgYGBBoNBIpFMmDCBQCBotVokzsLatWu3bt0KAMjPz8/Nzf2///u/pvrVIBm8K4uyN7w2OMeD3vTKiqAl0AsYZDEZxgOrv9mQqLfT7a2+NABApqUdz+pzbOiXY4MHtq6FVku8UCLXmi29fDy92817CKOdaI9hXiB9HHLopx+PzZs2LiGqBX4ZxcVFbW9lQFFpdXqDCYfDMeg0dAuD635gVobOjclipZIxcXQjurDEMStDQ3RhoWO45C5fDMEwZmVwwmy3nOJePsH9q6CuUmrU0oikALrHmKBhr4aPS/GObvPL/fLLL2Qy+ZVXXgEAfPHFF+np6YMGDUI/PXnyJBrPDDm+e/duv379Wr2Jvb2HuUQikUqlbDYbieT3NFgslqqqKjweHxoaWn/bPIfDee+9986fP+/oa906uryVoTPP7UajUa/X+/g8Duim0+mkUqmvr6/RaGQwGFu2bHHKpimXy+l0evv51d+szZv479LZAx+y3Q2Nl2Q8YPb4PIKW4+bmS6ZRqQCGDSazQWHRp2l4a6sMca3fBCFQMjLuJl8ffyjBM6IV1VstcczK0BkQCoUcDsfNzS01NZVGa64gGhe6SSilsL1aGj/46a0M7fJsoTeYlBptENvbg8kQiKWZl7NsNntMROiApJj2uBxGe8OvlUeFBDzrXmB0HJjEuyGY0LsbrlLCd3dOcS//785nnkxVr0DuhEgdg2q12vEqPSVHmnvo4qnB7L570zYE0F2HuG41JpMJAGAwGJAgdnK5/Pr16zabDYlrqNfr//rrLxqNptc/WrTcvn170KBBYrHYbDZ7eXldunQJgqDx48fz+fyCggIqlfrSSy81dK32Hub+/v6N2Bcgu01ekC3Lv6quztFLRTaTGcAwkUKhswNYYSk+8cPZiYPxpEfe9WQyGc0hWp8///zz5ZdffnoTQ3egM8/tNBrNaR1FJpP37Nnz4osv0mi0v/76a9asWU5VHE0SbY7SrHnl6qqxSUWNmxjwVlz4h1G+59gxkWHBo70JRIf9R1a7oEbuPpVVO0vM+6gKJrRmng3x0r0QX/Ly5eV5k35jklpsT+nMEsdonMzMzKKionHjxikUio0bNy5YsMAxDQqCyWS6efPmCy+84HiyIaHz9v1Rum4vHoe3mcxBs0fHfvUuwc11rJP2oO2tDOev3z179TaL6WaHoFnjRxw98++ogX1oVPLfN3PEMsXkF9osDjNGhxHg3WCoZ4wuCSbxbggmdIxuzoc5Ow9X/TYhhRPirUNPUoh2BsUa7KUbHMXPKq/pk1l49sXv+rTppob4+Pj8/HyRSDR06FCbzSaXy1966aWsrCwk/P5ff/01pws8pAAAIABJREFUadIkCoXy1VdfAQC4XC6RSDQYDDdu3Jg6deqJEyfGjx8PQdCFCxd0Ot2wYcOQHekNbXZ4VsPcbjZWXfix6vxPbj4Wv961vYYZGL5WIhUCANgsOL20WCW4XfXX77nfE3uMmh05aSmJ3mCk8CtXrlRVVV2/ft0pqwJGQzxfczuZTN62bVtBQYFarf7www+9vTt0g8msa+/3CuJG+9c1UgZvxcXMSgoW+aUOjyESnQcakUQID/cLDvK+c76YVk0vPpTfugh4ccFyvoK75PYnv6RvbWnd50viGCgymez+/fubN29G/kxNTV29evV3330HADAajRwOh8lkxsbGVldXZ2VlpaSkeHt7o+dDwnoaDAa73c7j8WJiYhCbdc3Rv7lbDgxOi3RjUG02e/61e5wFn6Yc/7jD7qiNoz+qtfp/sx98vuqtT9+bP33M0G9/yXhz+rix6anDUpPeX/DKtbsci9XWtlfE6ACUGl3ThTC6EJjEuyGY0Lsf2GaGx2zN+/GE4Pgb6XcdTQyOEPHQ0Gje0LiHY/9ZzNe1Zcz55ORkDoejUqmQTHt8Pv/SpUswDNtsNgCA1WpF4vyjy63hw4dfvXoVAEAkEtVqdXFxcWlpae/evSdOnMjj8S5evGixNJiH4pkMc/61U/+uGKqp+Hbw0sIhywp7vSD3jTLQPK0kmp1Es9NYNp9ehsiR8kGLioatKLLIvr+8Ir3q/E8Nbbaprq7m8/nfffddI6kuMRx57uZ2PB6PZKPoYBPDyepLJTrO0OjKxouFrY0MFPql9Ymtb2JAIZGJg/vFBxb799ja08XHMJBkeRQfCCo9FCTPbdCg9kJ8yT+ia1fE95vT+ezsbOTg2rVrDUlco9FcvHixOa011LgT165da0VrGA2RlZXlmNKIyWT6+voqFAqdTrd161YcDldaWvrzzz8rlUqdTqfVah3PHzx4sLi4ePXq1bm5ufB/k2fFpv1J8cFuDCoAgEgkJCWGyi/dNfLbPWcKShtbGYS18qjwEAadBgDoGxdNIpKiejxKfEqjkAPZ3vI6ddteEaMDoFPbIFsyxnMEJvFuCCb07kZDme26ITny4h1FP03rn0sjN/EiJCZQ2bdn+axr77dtB3A4HJLWEQCg0+moVKpIJOLz+QCApKSkY8eOnTt3Ti6XIwW8vLwePnyYmpoKAOjfv79EIqmoqLBardnZ2VqtFo/Ho0n+6tPBwxyyWXN/WFF9btOAefl9Xytn+DaRhpPmaUuawRv0drHo1pf3vl5gNxvrl3nzzTc3b95cfxexSyyQ9bI4Z0/xqV1FJ/8S3NTbXDTY5cHm9uagtRqW3/lsVHwhHt+Y+dWNw/DN9B+Q3LvJ+ROHxw1IjvH7OZBa6exa/+DzcGU+03+Qit1fzTvrW3HCtZMRiQCNjC9emLXRCjX9gvaHH35ADs6cOdOQxE+fPv3dd98VFRU11Ageh0P/d9m4E2fOnGmyYxjNR6FQODkE+fj4qNVqs9m8cOHC/v37p6enV1RUJCYmhoSEhIWFOZ6vEfABAMnJya+//joSIRi2QwahjOXhhraGJ+DdvZm64o7LednGHhNkEtFsfvQrYrXZbHab1WYjEB45zlmsVjIWZeo5pE0yD2M8R3RhieNxeAAAtrqqTxcWOoZrYBhgtgYAAAAr7n4xJLqCSW1iDYzQP0J4sKbiL8HNl0LawAMUiYSPJl9AFs8Gg4FOpyMJJgAAMTExSOQFAAASDHLdunVI+X79+iGh+8lkclJSksFgoFKpjcSG7MhhbjPp73zxOplaMGRpFYHcgusy/SyD3i7NzzDd3Dgpbe2vFPfWvNC2w9DXhUc+zfvRl2n1dVfjcFBdtTv/KmlR76lbUpbQiY89k3EAB7r0jwI2tzeHrwuPBHlJe3hrGy8Wui08JjLUZb68+pApxF7hQaqvlGXfPV7YGyUUk5zcZ0018mff3vorC2IjZkhwrkZttH8dhyf5qSxzUe+pzbyR7du31ypdv9C9fv362rVrMzMzY2NjXRbo4cXSmMwetOaapbZv397MkhjNwd/fXygUOppQa2pqfH19zWbzyZMnaTSah4eH4/QOwzB6HvkpDwl5nGYCR8DT/Ly0GoM761FoDxiCtUq9W1THZZxp4zV/aCCbK5TcLywL8fc9f/0ui8m4kZP/4uC+AAC+WKrWGbw93Nv2ihgdgMWG+bl0L7qwxIM8GAabje3WXuGpn1+6sNAxXOJOItLpVErzHpe7MAJ9LaeufHmqrJnlcTjQt2fFD2XH28TK4BIkfj6asbLx1JUk0uO44k0G3u+wYQ7D0IPdSxheD5Om81qxgscT4KQZ3JLzpntfzRu0/nc8sWUB8y2QddK/y6tN914fUujNMKHndSbSlSL1gL9uXR33kzeFhZz0oFHYDDoNB58+fbqiooJKpaakpAwZMgQAYLPZ0G0jjly7dm3YsGEAgOzs7IEDW5lusMPA5vYm0duM3xQdfXVwRePF8Ea8W7Z70KgWmL1CQnxLL3ngbDiY+HiLhM3oYFHAw/0/qcABHACwjkcr/TkQsuEgOwh7Se6XpgIApPUo+2rXV2/umkTCEwEAZ8+eDQ8Pj42NNRgMX375pUwmAwBMmzYNbe/LL7+c9cab9Xty//79uLi41NTUb775xmKxIJFTbTbbrl27/P39T58+ffLkSTqJKBHwP/z4e5vNZrPZpk+fPnToUKT6P//8k5mZCUFQSEjIypUrkepffvnl+++/DwCoqqr6/nsXtTBaxNChQ7ds2TJ06FACgYAE/cXhcEwm89dff50yZUrPnj1NJtOmTZvQ8qdPn0bP3757DwDgZGKOWDs375Mf+6X0oNHIkB0qKBR6Dkqghwd22B21+V4G0tuvvnzqwjWlSpPYO2Lj0jnbfzqZU1BKo1K4Qsn86eOx1ybPI0w6ltKme9GFJU4nkZICfJ91LzojXVjoGC7xd2d4NJpkuptwoSY72l/b+DZpJ6L8Vd8V5EEwhHf5/rET02HDvPjXz226u/1m859mk0DvsZKcX4o4P36YvOirFlVckv2pGMp+JY3jJFYG1TqxT8GVIuPUK+9eHfsTsouBiMcDtfLtFSteffXVqVOnarXaM2fOnD17duvWrUaj8eeff65vZThz5gxiZfjhhx86v5UBm9ubZH/pH6HeakeDlEtoJXSqB4lEbsHSiUolk8gECpdqinzkrUPzN/ska7NWRYWMVngnaun+FrdAM/JR3tc9+q6vovpYIAv+5rvR7H5qHBH2ZxjcFOYT1RdfjxgHABAKhUhEknXr1k2aNGnEiBF2u33z5s2IuQEAUFhY6FLip0+fnjNnDg6HGzZs2L///jtu3DgAAARB58+fnzFjxpEjR5BiH3/88RdffMFms81m85tvvjlo0CAikSgQCB48ePDtt9/i8fjMzMytW7cia93CwsJGajX/W8JAYDAYs2fP3rBhQ1JSkkwmu3bt2uTJkwEAqampR44ciYyM1Gg0er1eJpNVVFTk5eU5nrdazDwej8FgODYYumCSVaW79ulBGpNm1Br9xg9K2vtBR95R2ytBZGjg6oWz0T83v/NGSbXAarWFBwe4Yw80zydytRZ7GO1WYBLvhmBC725gEkeo0Arc3RQtqkIj28gEIDXV+dM6NDrd09MxQldzi2quHx/+fjm+VWn8HoMDKbOqr+74R1aQ5Rs/qJmV8pTlp/kXF40saMhyNDym8vAN71PcyzPCRiFnNm3a9P777w8ePBj5Mzk5ec2aNdeuXevbt6/LFp6vjeLYSG+S70uPDYyvarIYqZZCpbZsWw0AgOJGJknIqJUBABC7sEZbTau97ZH3VZhFQ+w9V+SXpoLtuNi3aqg+FgAAwMEEKmRSkGh+FgAAg2rYW3oUsTIgSKVSo9E4YsQIAACBQFixYgXiS4VQX+IajUYgECBb8SdMmPDpp58iVgYAAA6Hmz9/PvIO3G63v/vuu2w2GzlPpVJlMllAQAAEQcuXL0fKTJo06dSpU3q93s3tkcN/Q7Va+kVhAABSUlKSkpIEAoGbm9uyZctu374Nw3BycnLv3r0tFou7u7vFYiESiZ999hkOh6PRaOj5Ym5NdGigs7scDhfx/ms9331FV1FDC2YTmR09D7S7qQmPx8dG9Gjvq2C0K0E+WCTn7gUm8W4IJvTuBiZxBIVZTqG2eEu5GxnUmbXPnZWhY4RedGxz1ItCMt3+9E0RyFDsBF7hkQ3DPruIa97OkR/LMpJ7CMjEBq+Ow4HUiIofSo8hVgYul2uz2VATA8I777yj0WiQ4xMnTty+fdtms40ePXrixInAYaM4ikaj2b59u0KhIJFIc+bM6dOnT0vvtP3ARnrjPFSU1lmUoU1FZAAAwAQYbnlqHgiGANG5FjPcyAw3Rs4W60WUu+t7McOMdH+z1UB4+EU4ZMHjCLBNR0SzrLhRrNl1XK5OHMZ4tHQXi8U9ejxeW3l4eDjm46gv8bNnz6pUqpUrVyJ/cjgckUgUGBgIAAgKCkKXpgQCQafTbdiwwWw2EwgErVaLZCvw9/d39Mbq0aOHSCTq1atX47UwWgcej0eFm5aWhhxQqVQqlQoAQHxVUHGg58MC2A1F5MGRiMyYsHbutWuwDS0YTVMlksWFBz3rXmB0HJjEuyGY0LsbmMQRAmgB1aYWv59Um2A/mld79Kdd6QChK4rvGmVFPd5QtVWDAQm6iqu1knsXA/qPabo0ADdl91Ki6xov09NX8z2nDDmuqqqKiYlxKhAYGBgYGKjVau/fvz9z5syvv/7aYrEsXrw4NTXV398f3SiOsnr16mXLliHe8qtWrdq4cSOaNOSZg430xvm16kJMsKg5nj1Wf4vJ0GACl4awaK3WgMeRZcU3PSwqUo+XHjk4uAWa2QNU6gqaRUOo+p2durGKQLMDAHI2RyAFENta70BFBvfyivjXVCoVAIDBYKBWMACAzWZTqx9HfKwv8XPnzv3www/o7oOLFy9mZmYuXrwYPBn2paio6OjRo9u3b0cWsatWrULOq1QqGIZRn3eVSsVisZqshdGRdM5h/py5FGI8E6JDsY1P3QtM4t0QTOjdDUziCNGsHnU6douqaIxkAo7oSWkw0X0n5Pbt2wKBwKXQs7Ky6uqaWJY3H96/h8IHi3BP6SvhCA6EDRQIb51oZvE6s45OaWJzCpVs09usdhgCANhsNnf3BgOTR0REpKenAwDIZHLfvn15PBdJ4DgcTnBwMBK3n06nz549++zZs83sbQeAjfTG+Vt8PZzdLJ8pU2+9RW8zG1tgaNDrTTac3RT6OOIDI9jMzWTbjY/C7sJ2XF0Bk9nDZBBTPGP1iInBoiIpCx852BPpdnMdMdRLel50xWAwXL16FQAQFhbG5XJra2uRMhkZGXb74807ThLncDhBQUH+/v7M/xg7duy///5bP/mIUChMTExEjAVKpTI3N/e/u9D//fffyDGPx1Or1b6+vk3WwuhIOucwx/YyYDRNfpUgpRfm9tKNwCTeDcGE3t1oK4nfvn37/v37NBrNYrFMmTKlma9w79y5Ex4ejrjy1ufcuXO1tbWDBw92zOl1+/btoKAgJFPXtWvXYmJiGqreIsYFD1qcRbPa8SRCcxP+lUi8xocMxD1X2Q+VSqWXl5ej0NVqdW1tbWRkpEKhMBqNMpksJCSERqMBAKRSqUwmi4mJwePxOp0Oj8cLBIKIiAgikahUKhUKRURERP2PAAAwZK/Nuxk3xnUivVbjF6sv+DMHslrwJHKThb0oTL2Z1HgkP6OFyCCSCTg8AMDX1/fGjRtOBex2u9lsBgB4eHigJ0kkkuNaDoXL5RYXF2/YsAH502w29+7d26mMSqXKyMjQ6/X+/v6TJ092zAzSHCorKz09Pb28nLfPCIXCCxcuAADIZHJ8fHxKSkr9utjc3ghaq6FCLZnoqWtOYYgEq1+o41VIopqdC7CaL1FMkjlOFcwwY/iU2hv/i/ZJ0uKIsKqEETxazggx0Xys/HO+BbtDITuwmwjsVHX5sYCkFTwAQOg4uehb30pc/od/fZiYmAgAIBAIq1evfvfdd5OSknQ6Xc+ePR3jIDhJ/I8//njppZcce0Wn02NiYu7evevk2jNw0KBTv//+xRdf2O12o9E4ePDgAwcOfPTRRz179iwvL8/OzqZQKAUFBRs3bnSM5T948OCMjIz6tZr5FWG0CZ1zmGNWBoym6YSKi9GuYBLvhmBC7260lcSVSuWLL74YFRVlsVj279+/dOlSx4UoAKCyspJMJoeEhDguShMSEigUCnhyQYu2WVNTM3fu3IMHDzpaGZB1MnIsl8uRRSC6VDYajTgczmQyEQgEZC+xm5tb/VVZfbwprLEhafeqhIN6uXhNXR8bhM+pjMgc8XoLvqNOAyr00tLSO3fuxMfHHzx4kM1m//bbb8OHD9+7d+/8+fN5PF5xcXFMTMz+/fsXLVp07tw5s9mclJT0448/pqamlpaWRkdH//DDD2+//bbjR4sWLQIAaARlVHcchdkGERkcIbvZmQGwsvS+T3zTCR2G+6c9lN9r3M2+SsZK83vkJREREZGTk2Oz2Ry3jv/2228ajWb27NkNNPAELBZr4MCBS5YsQf602+22J5NHajSaTz75ZO3atV5eXhwO57vvvnv33Xeb0zJKaWlpZGRkfX3m8XgBAQHDhw+3Wq1Hjx61WCwDBgxwKoPN7Y1wX14SzIIJzU4xw/+wivWiZ2ioH5XatMHLoDfxBBLhMb7T+dBx8qCRSr2QCgDce66IQIEAAASaPe3zMoOEgidDVG8rgIFV/2i/Q9gkWfALyrLz/RdMW57k/SgaQlJS0i+//FJTU+Pt7c1kMt9881H2ykOHDjldzuWCf8uWLcjBvn370JMSo2Xu6g1ekMWLyfD19YVhWKfToW2q1WqVShUcHEwgEByvRafT9+zZIxQKKRSKYy2MjqRzDnPMyoDRNPdLuX2jw551LzA6ji4scYlWz1Wq3ankWD+fZ92XzkUXFjqGS+5UC8lkYlIgG//UGaYrKipMJlNFRUVsbOyDBw8cF6KZmZlubm56vb6qqqq2thZdlIaEhCQnJ8vlcscFLdqgyWT64osvELdhR/Ly8uRyOQCgqqqqf//+jktlDw8PoVA4depUAIBUKs3Pz2cymY5p5Bvhi77v9TtzL9JPxnY3NFn4SmHkEN/UNHZ8C76gTgM6zP/+++/IyEiJRIK8JJ8wYUJkZKSnp+f169dHjRpltVrLysokEglS66WXXvL09Hzw4MHt27eRtXRpaSniB45+hJTU1lS4BzSRDrB1sAI1WmFFc6wMb0ZOST9/ekBEDaWBAJAwjLtX0evbfq8hfxKotKiklK3bd3y0+kPkjEgkysjI2LNnTzP7lpKSsm/fvrlz5yKbxnfu3BkfHz9mzOMoEv/8888rr7yC2AgSExMRA1l+fn5+fj4AgM/nL1++/Ny5c2q1mkqlzp49G7G4ZWRkKJVKCILmzZsHAMjJyUECzr/22muOBhEKhYJcd/DgwaWlpQMGDDh16hTaVEVFxaWbt0l2s8lkmjJlSnBwcDNvqptQquZ5MjRNl/sPUw+TcKkg6zB52IAkAqExr3Ob1Z6VU8Rfw7X4Wep/SqBA7j3rzTY4QA8wo8ckxmMFJtLtHqGWCm0NamUAABCJxLCwsPqNt/rX3Gyz43A4Hz9/bzcaAACHwzGZj/3CWCyWYziGJzqOw6Gq5VQLo2PonI9wmJUBo2k6oeJitCtdWOJqowkAYLC2OKR8l6cLCx3DJTgC3myzW2x2KulpnwQsFovFYqFQKNXV1SaTyXEh6uPjk5eXN2zYsKioqIyMDKdFaWRkpNOCFgBw5cqVXr168Xg8q9WanZ09cODjhaW3tzfikYE8xToulRMSEqZOnYo86ZLJ5Dt37sydO7eZ/Y9gBn8/cP3yu5tnpj1ofKd9dkWIRN7r3KSPW/T9dB7QYU6hUIYOHYrH4yMiIkpLS5F1r91uJxKJp0+fjouLmzx5slQqRQqja1o8Ho8EgbNYLMief8flLgDArJZT3fXt0XMaS2dUCJtTMs6z56sR48880E/pl1f/HTUMwL+Fkb3cEl4OHYqcMVitMxYs+m3fnrfeeishIUGlUlVXV3/00Uc+Pj5abdN5BwAA7u7uixYtWrRoUWJiolgsDggIcDQxAABEItELL7yA/pmamgoASEhISEhIyMvL0+v1d+7cCQwMnD59en5+/t9//z1u3LgbN254enpOnTq1qKgoOzsbAEClUqdOnZqdnX3nzh3HjBhXr14VCAQWi6W6unrNmjVXrlxxbIrFYplU8iUrVlgslm3btq1fv745d9RONO5ddfny5bS0NMdcBvVp3NOqFRSrK9zdWhaURLScT6+iX70OBvWJo9Fc72jQ60xZ9wuFLwtr54naopsAAMBiKErU1QCMaLIk9mveDemcQsesDBhN87CMlxLVGbfiYLQTmMS7IZjQuxtQ2yUbi42NRVwbdu3aRSKRHBeiwcHBffv2vXfvXkZGBqi3KK2/oAUA5OfnL1++3G63b9u2LSEhwbF8cHBwREQEAAAJMOa4VOZwOAwGAwBgMpl++eWX5cuXt+gWXgkfbbSZ37v1xdDe5cmhMhzO+cvRGMmXC6NhU9S1cXtYZEaLGu8kZGZmWgAh0Mdz9OjRL7744uHDh3v06CEUCgMDAy9fvszj8fLz85ctW3blypXq6uqqqioul4vsHEEZNWrU/v37/f39iUSiy9Wg3WwkkFy8uX16CGTI3rw1PwDg69QPZlytPZ5FGp1Y6Lg/RW0gXy6MIVp7/zVmh2N5Iom0aOUH/iRcTU0Ng8EIDw9H3M6ZTOauXbvQYgsXLkQO0E3p6MHQoUPT0tJEIpGPjw+ih464ubkZDAY0xAPq+yORSM6ePbtmzZqdO3d6e3tXVlbCMIyYbx4+fIjs5UGCSp47dy4uLg4A4O3tzeVyHRtPS0sbOnSo1WrduXMnDMO5ubmOTbFYLJ/gcAAAmUxGcuA9Q+p7VwEHnym5XK7X69EwH3q9HvGB8vLyQssgnlb1A4IAALQFleKMqxQ/r+A54wk0SjO7JDDUML3NTZdzBAcqvinR79GZdlrCQv17BPsxGFT0Q63GUF0jEdRIeeurpXPELWu5URhUo8DQLEMb9mveDemcQsesDBhNkxQZ+qy7gNGhYBLvhmBC727gcbi2MjRkZmb6+PhYLJawsLDevXs7LkR5PN7NmzepVCqLxXLMtYbAYrEcF7Q+Pj4AgAEDBhw+fNjHx4dKpZaWlo4fP76hNOCOS2WkLgBg586dvr6+mZmZbDY7IiKCy+UOGjSoOXcxt9fEJK+od+58uq+iMjpQHOhZ50ax2mG8UkfhS4Or5IylMbPWJy2gEZq7gOlUjB8/fvz48RAE4/GPHGTefvttvV6P7m3WaDTjx48HALz00ktardbNzW3SpEkEAmHmzJlIAWRvSEREhMlkQkwMTh8BAPAkss3W4rSgzcFuwRMobs0sTMITT4/cuaf4t03Ze91pFh93DR4HKXXuEi1xeczs9UkLKAQX620vL6/mBPJoCDKZ7HL7OgCgX79+ly5dmjNnDgDAarXu2LHj008/NRqN33///YcffojD4by8vMaMGePn56fT6fh8PgDA29tbIpGEhoZqtVoOhwMAwDXg2USlUhEhJicn83g8p6ZUKhUFfpQTwSlaxDPB0bsKAMDhcFCfKU9PzwsXLqBhPi5cuID4QNXU1KBlEE+rmzdvOgUEqbtdkDNxZWiQh9xkFx48M/DWAVyj7gwoWqvetwHPmsYRL6lRTJHKvw2t/suXYCGQ3YkwDFu0NjvNLp8sEy7j23xanPOycchEu8bYLEMb9mveDemcQsesDBhNU8wTdcIsrBjtBybxbggm9O5GW5kYkOWr4xnHhWh6errJZAIAUKmPX/ehi9LAwEDHBS1ycsCAAQkJCWazecKECU4XQo/RgAtOS2UAwOrVqx1rBQYGNv9eUryjb47/+b68JIP/b44ot9CooOLJYYzg5T2HTxye7k1x7ZP8HOE4zPF4vOP35pjNETnv0riDx+Mb2dNOYfloyhvb8d5qzDoaNci/+eVxALc0Zubi3tOzpfnlGoEVsoUzAtP9k6mu7AvtTVJSUnZ29vfffx8QEJCfn4/EWdi5cyeDwTh16hQAAAnLHxMTU1JSgoTxmzhx4jfffBMbG1tWVjZv3jzUyagRfH19a2trJ06cuHfvXrQplUp1+959GIakUmlaWhoAQKfTZWRkICaPjsfRu2rEiBGOPlOenp5OHlWID5SXlxdaBkkxA+oFBOF982t0BDs0nA0AuJFVocop9hwQ15z+aG36wGYnl3G+lwBL9WcV1VsryBIyWUgBeGAOMltdRWFoEyhEu8rcrBAS2K95N6RzCh2zMmA0TURQm7nAYTwXYBLvhmBC727gAGgzl4kncVqIOtoX6uO4oIVs1up/DisKLwOA80l4wePFObj/TA+NXKvNI4319end18c5E2HXoEXDXPLHtdqMK2axgjUgPmzpdEqAd5NVGAHh1bW0p+hgg2hqPXxSe7a0FgGHH+KXNMQvqT261CIWL16sVquNRuOkSZOQXQlr1qxxLLBu3TqVSjV58mRkLLi7u2/YsEGlUk2ZMgWPx6MmtqioKMfEK477dNLT0+s3VVVVNXPG1OTERCKRiPhiMBiMZ2ViAE96V4F6PlNOHlWI74lLvyqnkjgyyW6HAAAwDNvtEP6pY820ABywBFgsAe1lXECBYdeGv/pgv+bdkM4pdMzKgNE0/FpFVEgL3iFgPO9gEu+GYELvfrSfnaE12C2mW5tepntWhfYRAxjHv3dPlPX7oA0ZeNIzdibvSjR3mMPww9kbtFl54UGeFApR8deV6wf+6JuxzWtQQuP1WGGxOilkM+GJ1Fa+H3aJzYxXcYF3TGobttnxNBKiHwEN3OB4xqxRVJ3/UZb7t1mnobI82Snje457k0R3d9nF38akAAAgAElEQVRC/abodLq4TkOjtYvppxU4eleBJ32mGqriWKZ+zAuEnu+/fnvkUq3ZptNb3BIjWClRLovVx53EsNiatXR/5lhsBBaxWRZV7Ne8G9I5hY5ZGTCaxs+zid8zjC4GJvFuCCb0bkfnMjKAstM7meyKlFlVyJ/+8eX3j8AVZ/ZETX332XasK9HMYS44dNZwJz99YC8cHgcAYAd4+ngycl/7aFjRr43H1cMTST6xyZICQXC/FmQHbBJZKd0zKo5IbW5chi6DsvT+vZ0LgpLk/8/eecZHUa0N/JnZ2d5LNr33kEYIJfRi6ChNBa8FvQhc0KtgeRWxi4r32u5VBAEBLyiiFBEQkCY1IRBCCOm9bDabZLO9zLb3w+ASkk2yCSQsyfw/5LeZU+bMPjsz5zznKQlzmhhcq1FNrblccvrVH4a9sp0fHOtOD8nJyaG6rvOz9g3tvavaBAEhrDwIjyqnV1T7Ou0DgnDjw8dc/b7h4Hmpj9h75mhwOzsvj8oxW7swmOoShx005SxNKcuip1CYNm6QSRCtR6l3+fFqtlJ8aW7dv+TbfADimUIntQwkXaPWG/mcXvG0JPFMSIkPQEihDzjuXo6Ju4Li6tHkR26LoB46qi7/9yO9oWUoLy9Xq9WDBw/uvI7FYomOjr7rZ7+HuHmby7YfigrxQtBbSzUvHz6rrqXp5BXvGV2E0gwc91TpvpyAITfA3YVe11Rn+fuOnHfXurtPMCrlWZ8vTllY7BV9U03AFFpFIZWya8pL/3pq/LrjVLZb6woPf7Z3EgSkW3UY/tLgpXO6e/YgdmCukQ4Avz80mB+pH/nv4k4qX3ozQnGJP/PoldYH5eeE+Zv9DfV0AEBQcNgBAOgiS8wiWeCUJpf9EFx8Jao5lxs6RzFoWY07Q9Wa2MGCQHdqerjESXoDzxT6/WEmRHJvYdJJg9WBBSnxAQgp9IFGRyHr7xU23Ey5ffcPY9itJmNvnEuv1xMJL5RKZUlJid1uJw4aDAalUqnRaEpLS3U6nU6nAwCFQnHjxg2ijk6nMxgMRUVFnhCuvwe4eZsbahpYnLY2CywG1dzQ3GVb39QHHOBXn3fXkn02lzO1DYLA0bPvVof3C6UHvgoapnCqGJz4JWmk0YryI1vc7Id8tndCHD9Co+95YpGqg16X3w+j0Bwpq8un/HJtxuEr6T/mDn23jCHBr30WXLqrQwt2vYzefJ3LkOC1J0R2i1uPYq1OFMMPcadmjyVOpaDOvyT3F555m5O/JJKucXjYlhdJb9OPJU5BUQCgeNj6yhPox0In6QQU9ZR7QRiZWp97m1+6LEcoihnRe2fMzs4+evSoVqvduHEjABw5cmTz5s2FhYU7duzQ6XRE8P/c3NxTp07ZbLZNmzYBwOHDh/fs2WM2m7dscXeN51G4eZtz40JVLfo2B1UqPSfSja1UBIl97J2CwyF26134aTnskH8wNHbBG70XnoOCeOhLoSH7j8ChrjfDg4Y2NFw+6GY/5LO9E6L5wUptD8PHmluoNzYG8MIMo/9T4Deuhcq1AgJ0kcV7hGrUZ0WiBG3R935GuWsPo+rfJVSONfGFaosGa7jYNh6HSxQ6ehTPrWyFPZZ4uFiY4OvFY9yXyXoHOJ55m5NaBpKuMVvuctZfEg+nH0s8RMSXcliREuG9HojH0Y+FTuISEQ2L9hLRukri0GfEPLq6/Lx/+VmJxYRajJTS017Vl/2j573Se2fMyMhYuHBhSkqKQCAgTBvmzp1bVFS0ePHi5OTk9PR0AIiIiIiIiCCy6BGtZs6cmZiYSKfflxNxN2/z0Jf+VlTSYDTeCptfWiSjBvoIRyW609wrfqQgfOy1X0J7OMpW5B/2p3Lj/dNm3nlXHSFkMcLEghCRx6UpNam1LKFreTFFVpOqxc1+yGd7J6SIo+u0YLH1ZDWkyOTbcTT6yXpKu1inKNURt7jOYUNkZ1xMNhw2pPYPsf+EFq9UNcMLrzkm6fJcepyqx5Eovltahh5LnIIibBq1Z21J7i2eeZuTcRlIuobH8pToxCR9Qz+WOIaiYWK39g0GGv1Y6CQu8eKw+azOckz2MUyRz5h3D+RtX110LAcBkAwaOua9D+j8ruff3WLHjh2PP/641WqlUqkoijocDgRBcBx3JvlDEMRmswGAxWIBV1n02qTQc4lFpdOXVOuKqnWFlfq8MrNcaVGqcbXebrHYcZsNtwAAlcMEBDAmgybm0yQ8Zog/e1AYJzqYEx3ECvFFsF7R/rh5m4vHp4Stefrce1v8fAU0CtKkNdt43CG7PkDcS6QHAElLPj3/bnnpaV3EeEXXtTugJovfkB8y5v1N7gfz6wEIgNTz/JkBgM5hmTQYS+Ri8WDSYDSeu8HeyGd7J7AwRrwwqKY5vwdtzSoMAFg+Zpel/EgDXWQxtbh4XDRk8M0t1MD0ZgSFwAeUpT/5mJpoDElnuTArGnljfBIIu5suISU+APFMoZNaBpKuUai0HhhThKT3ICU+ACGFPtDwQImzvAKGvfw9OBy9t6q02Wy7d+8uKSlZsWKFVCrdtGmTj48PhmEs1s2vYsqUKevXr4+Jibl27dqUKVNaZ9Frauowlpsdt6iyCppOZCmPX9IWVtnMOEfEY7PoHDrqy2YwuBhVLKXRMBRFUApKoaAAYMGtAGCx2nCz1WLGDXmF+svXm81Wndpg1hmZPmLBsDjJ1DTx+BRmoPfdunz3hR7y/CPSGaPq95+xtmiCkyJ9Z4/rluKDQmMMe2nb+ffmWgxYzDRZD+RZdtqr7GzQyDe+dzPGYf/DK3FM3dWayEku1DR1V8TS5HQ3+/HAO92jmO4/4WTjla7rtYPpZQEAVTGbG+oifAxCcaT/mOuyYdXvEk6QiR+lB4CA9KaSH31qjokjH6vv5FxVjb6L/Ca4OTBS4gMQzxQ6cvbsmdGjx9zbQRSUVX39w4FlS59wHgnis3l00mjHUzDhFgZpQzWQICU+ACGFPtAYsBJvbGzk8XiEy4PdbjeZTE4VA9jtYMbtVEyv0XLZbKDTAIDIome3252Z9pxo88oUhy82HbnQkl3MEfPEPIZYwOTz2XTmHX2xdrtdrzO1NOuaNOZmhYrCZkompkqmpUmnjcS4dzSP7GOh4zrV5c8XY9j1pPlldK7NzVYWI+X6/kBdY+TQl79nijwuA3yfoW+oOvfWg8OfLRYEmFofbyplXdkRNf7jP+gCtyx9Ohe6xW79rvi3kw3nMAR7wHfMUxHTUfc2zPsNJZqaEYcWRHxt7G6OCYsWO/FkPEqzD1ldIU7Sunk6UyPtxJMJMU/XhT9y0wnr/MoYcws2cWteR2lZrHb0P0dHFM874MMUu3WKgfpsH8j0htDzFCrn5++2/PD0vGkJUd3wgysoyCdtGUi6pqyuYVBowL0eBUnfQUp8AEIKfaAxYCXu5eXl/Iyi6C0VgxmH6nr4369oRS2Xw4LRQ2D+FKDT2mfRM8uVdT8erd1ywNKo8vHhhwjZQx4YhFHv2oQKRVEuj8XlsYIAAAK1WmPzjaK6i9euL/1IOiUt4JlZkklDkR7Fge9jodM4ghGrdxX9/MmpT34MHd0UPl6B0dt6sLfGbkUqzopLT/n4jpg5asXbFJoHefT0PWzv4KSln2VuXBU2rj5gsIopsOibqTWXxVUZPqkvbHRTxQCdCl2Fa8f+vshBq4j0qzbbkU+KTn5bvOvk1C1Myn0ZdqRnRPICA9m+DkdFdxtSudbB/1dx5YPwi69GeQ1V+41WSVI0TGlnjg8AUH1EDAD+k26lawlIb7r+ZXDzda440bWqokAmHO4V66aKAQbws30g45lCpzzzzNNBQcH3dhBNLeqs60WpqUnOI3wGjd47TokkPUAi4HpazjOSXoWU+ACEFPpAg5T4bdhsUFIF738DzSqwO8CEQ3ElFFVA2mD4K0Cmw2Kt33OyYOXnhau/oZXVRPjwBsUHSL14HC4D7c3cb3Q6VSDi+PsKggIl1ip5xU/HSz7ZaZY3M4N9aJLuRZnpe6EjKOoVP8Z/5GxZTvP13XpdI9tht2J0O7VVwDyTBmsqYZWf9dm9Ofh8ZbQjeV4d6h0aFn5LATRQ4fiG+Q6dLr+mL/jNdOM3nvxGENN7dsqK//KCYtzvpBOhL73wnp52embKDW+e0YdvGBQoK1TYS5Wmqf6j7tIVeC4ZirzXsz/Pb6kc7hVPRxmX959jSsyBkzvL1Vp3SqSvY0Q9ccu1gRNg9p/YbDNTFJmC+nPCin3e1UckmgqWw4qwfXGE0jbsv8MO1z4NFcToQ2Y23urEz1y+V2q3IL6jVOCKY9cSV8evjBW4u41MPtsHIL0hdIX+lhXV1avXB8dFeou7ETq9qamRtGUg6ZprJdWDo+6xKoqkLyElPgAhhT7QICV+G1YbbNkD9tt32gvKoaAMkmLsJrz6u9/KPtrOpmOBPrwh6QmUe5FSnkbHQsKlIeFSnc5UdzLj4vaDwpFJke88yx8c5WYP90roTIlfyvKvTKpGWcbh6pyj1/cXWfRGKosCKGLRWzE6nR8aIYlPDxAxZwwbGR4ebjAYtm3btnz5coVC0djYGBsbazAYUBStqakJDw8nAnA6i/R6PVEUHR1dXV3N5XJFIlHrCqjbQSs9ELZPcPKyL+6kh46EbnfY91WdWfFAmfMIAjAmpnTX+aOfD3v1Ts7o+ShMLTNOrEiLKvxR5tuCqz5OfXGD40Pc2pPdTZYPnvhiVfyKauUNTlMOtyWPW3dKVPuHmMqzxv+jxn+isnXlpit8o4IW+/e61gcxts1npEp+Tmh9rgZjtXUsKlfwEZt4dvA494fU49vcbLVpzbiYzSRVFPcdnvlCJ7UMJF3jgT9ckl6lH0vcAdBsMAkZNMr9PO/sDfqx0ElcEh8eaLJaGW5kTBgQOBwgc5UN4VqRxgaXZr3C59BS4nyFIk5HHRSxjbV0s5yO8yyYL06L07NYPUqP5w4cDiM62jcy0qe2quHy5OeZ4f5RHy6XTEztsuG9vc0ZAq+wqU+FTX0KAGxmo8WoA7sdY3Exxk2bhYLffrPZbBaLJS8vz8/PLzc3t6CgIDY2dtOmTUKh0Gw2JyUlbdmyZenSpa2LqFSqSCTy9vZ+/fXX58yZs2fPnhUrVhQVFTkrLF26tP1gjhw5YrfbAYBCoXCFomFDUrCOs7pevHgxLS3tTq79znvoMR0JXY3rHWCjU29b1vKYuNJssNptGNqfDYpL1NVCliU1RCFgmrOqr1FRjIpiGmPPo/SjVIckWStJ1gIArsZq/hCX/uh7dV0ogoLf+FuKhuojEgrdLozRm1tuc6GXDlfL/hTJTouCpje2Pu4AuFAc/W7y890KltHj27xCqVIZzRiKCJgD2lnpfsQzp3Dk9IKkay4XVqTG3IXE1yT3C/1Y4lVKtVyrZ1KxJD/pvR6LZ9GPhU7ikivVMpRCSQnwxkiNGwBgGCAIONpZONOppuzC4UkBXL5r6/0Kpulf4dX7fJoAs4mYOIuJ4xZMZ6Q2mLExGs7ysqBZTaJeGjKKIkGhXgHB4trq5tzH3mJFBw1a/yp3UFgnTdy5zaurq4uLi1ks1rBhwzpK22kymUwmk0DQ86zAFDqTQnexqDt8+LBUKg0LC5s9e7bBYLBYLMXFxXK5XCgUzpw5UygUZmdnA0BERISzKDAwcObMmRiGXb9+ffjw4Wq1uqmpqXUFlwP49NNPV6xYAQBqveHgiVOff/bZzu+302g0l5U3btx4hzqCO++hx3QkdCGdy8IYzTqGmHPLLrquhR3CFfdvFQMApEhiUJtkX1aqXE3/ZMijAMCkMUxmKGkQRHq7dlsAAJsZRbC2j4j20PjW8PkN3kM1Z56LKfjO36llwFVUeQbfYUVOPBXvsmH1EXEbLUNutRcbCVwQNrkb13YHb3Ob3eH8S3J/4ZlTOFLLQNI1HvjDJelV+rHEzVYrAFjsnUUgG5j0Y6GTuASlUOwOh9Vmv1+0DF988cVjjz0mlUoBICMjIzIysqioKDY2Vijs2lM0MzMzNDSUaOsaqxUSo+Fa4W0HEQSGJkh/+h1cqRjMqP3V2LLt/g0p4fXzgxtbL9UAwGShlDQIlktb3ldxt12Ni9P1VogBFEWDQrwCg72qKxUZY5f6Pzk96v1lGMf1rmyXt/n69eutVuvEiRPlcvkrr7zy9ttvu1QllJeXFxcXz5492/1xaiz6nOZindUYzQ8K53YYpWzWrFnh4eHE53379g0aNGj27NkKhQIAWqs8WhehKEoUOXUEdru9Tdv2MBgMYvyNekP06PG/bt9y/Pjx6dOnu39F9wudCH114uL/5ujmDbvKpFkBQGem/nE9fm3S8j4cnQsyMjKuXLnCZDJxHJ8zZ463951mci0vL7dYLNHR0c4jTAr9yqxdR2ovhvMCUsTRAMDlcjEb7URebKhXJoa6niHgGozGuWX6ITstxNg26VCNy8qcYKNPmkr2p8jUTGWILQBQc0zssCLxy2toAmv7+o2XeTXHxLoqJif4Zl5ME46dKYw6mv4+pZtZP8i3+QDEM4VOahlIuuZqcZVnmuKQ9BKkxAcgpNAHGvZ2+/aejFwu9/X1PXbs2OOPPw4ASqXSbDY3NzcbjcbGxsbAwEAmkwmtXPHbuPEnJCTQ6fTOHPUZdFi+EN74Appabh2cNxmxWOG6i+R2DTTLrKG5lqCGJUNLWTQXawYG1ZYQ0Bzv33y1ymsUw/R9Ttysxt4yagAABIHgUKmfv6j49KXT0SdjPl4e8MS09tU6v81LSkpaWlreeOMNAIiPj5dKpceOHXvkkUcMBoPdbudwOACgUCicypqKioqWlpZBgwYRaUGNRmNubi6Xy42Li2vdrRrXvXjpk58rTvjx7AzMXqfB/Fk+G9LeHilN7Pyi+Hx+RUVFeXl5ZWVlJ0UulUetKzQ1NUkkXWRkEEu8WlpaAEAmk3366acWi8VsNi9ZsmTIkCGtq5WXl2/YsMFqtVqt1vnz548dO9ZoNG7ZssXLyysjI8NqtU6ePHnWrFkAYDAY/vWvfzU2NgLAvHnzOj97r9KJ0J+PXVBjkG86RQvz0oMDLWtkrop/8vHwe6xqUSqV6enpUVFROI5v2rTppsmJWt3Q0BAREWE0GhEEMZlMVCq1fTwOnU7HYrFQFNVqtVwuV6PRKBQKwigGbg/VwaWyHg6d5DxpWFjY+fPnxwvG/ZGrnpac335Udguqr2UIYnTOI0X/87Nb0EnfX+/oQhhiKwDY8ZtPm+ojEl6YMeQh12ovYbS+5g9x9VFx3JJaAHAAHMqJezx8VqoktrtfIPk2H4B4ptBJLQNJ1yRFBt3rIZD0KaTEByCk0AcaKILcR4qGY8eOzZ8/f9u2bQ6Ho3Uk7Z9//nn8+PHffPPN3//+96qqqo7c+E+fPk2hUFQqVSeO+sBmOT5+Cf64gFTUAocFo1KAQYN/bWnvRqHFbGNHXg2IqxodV9N5mDQEgZSQRm++YREKP12Of6C55y4G7kClYYNi/Hy9dHmrv5bt+D3p+3fo3repNjq/zbOystLT053/JiYmJiYmAkBOTg6O4+PHjweAzZs3r169GgB+++03i8UilUrXrFnz7rvv2u32devWzZo1q6io6PLly08++STRSYtZO/zQ3yTCoufSyxhUGwA4AAplopnHG7aO/vChoLGtB0Csz53MnDlz541DO2W/lQ+rHSQ2D9KXjOOmLFq0iCjSarVsNvvBBx+k/BVPgSiaPHkyAAQGBrav0BFNDfJL586uW/sBjuMvv/zy2rVrQ0ND9Xr9Cy+8sHr16rCwW04o77///rp166RSqdlsfuaZZ0aOHGm1Wn/44Yd169Z9/vnnOI4vW7Zs6NChPj4+b7zxxoMPPjhhwgSbzfbuu+8S6oZ7QidCRxH036mrVkQvuKi4TkHRUaOSAtge4UtYWlpqMplKS0sJjVVRUVFmZmZ8fPzWrVsFAkFdXd3cuXOPHTvWPh7H4cOHp02bxuVy9+zZM3HixIMHD44cOXLv3r0PPfRQ61ge7Z8AI0eOPHfu3Bzt8NWOwrzaxviAtvKSX+DbLYh0yK1kk/wIg+y0SFXEFkTrXV6FppyJUh2EIUNzLldfR49bWtPRJTN9zKJButrj4thn6hDMkVXuj1mi/5W6qgffHvk2H4B4ptDvDztJkntLQZXsXg+BpE8hJT4AIYU+0LiPVAx2u72oqCgvLw9BkKtXr7YumjFjRlJS0vz588+cORMREREREeF0xZ85c2ZiYiKxzQ4A4eHhrUvbnsKEX1/xSeYDz+FGHEYOhshgOHER3vwPqFxksH805YY4RD6mKxWDE3+h/qFRBY+m3KhgmrqufceIxJwxo6L4jY1nk59oPp3duqjz21yv17sfaiEuLu7hhx8eN27cI488cvToUWLnf9iwYWPGjCktLXVWW5bxnrekcHJiMeOvKIMIQKyf8uEROU+fe1NhaumgewCA5zLWvla4luPz84SUU3bBDw//+fxnN3Y4S7lcLuEr0VH+ts4rtLS0LFmyZOnSpa+vXHn4px8XrfhnaGjomTNnRo8eHRoaCgBsNvuZZ57Zu3evs4nNZnvxxRcJ0wkEQRgMBqE7CA8PHzNmDADQaLQhQ4ZUVVUpFAqj0ThhwgQAoFAoq1atIvbS7wmE0C9cuLB+/fqtW7d+++23TU1NrSuEcv0eC5/yaGh6axWDWq3Wal38+PsGHMdxHKfT6RUVFQBw9OhRiUQil8vLyspwHJ87d25AQAAAzJw5My0tLSwsbPjw4fHx8W2u68SJE4sXL05OTiZ0Z22eD22YMWOGUCjctvm77xLfOnkjprqZ27rUrMIKvvPHWLbAabe0D8EzmgAg94sgq96FGqspm9d0jes9QoXS7ABQfViCYI6AScr2NZ0EPNCMqzF5Br+kQZBVGrlv4pc0lNpJ/Y4g3+YDEM8UOmnLQNI14WScvAEGKfEBCCn0gQYCcL+oGTIyMkaPHi0QCCZNmnT8+PGUlBRnkdlsBgCbzYZhWCdu/ACwb9++9PR0l476hqr67HmvMzSaIQlB1APHOx/MbxJlnrR5Ucqt/H9WA0X2p1BTwaTQ7eIEnXSYun2rIJF2SEztCyrugazEi3plGrvn3hMdNf9T3zyOLSY+IwgSHe0nEXGuzn/Nf/GDMWuXIxQUurrNiYVcVNTNvJg4jufn5ycnJ7eu4/hLORUYGEh8CAgIuHz5ssPh2L17N5PJFAgETocUmaHp95oLz08ug3b48vXRvg3fFu1Zk7TY5WBOyLL2VB96ZnwmlWIHAG++IUyqWfvnxukBo2P4IZ1chZsIhcJvv/0WABr1hrImFY9BBwCZTBYScqvzkJCQX375xfkvhULR6XRvvvmm2WymUCharZb4NlqrZqhUqs1mq6+vDw6+Zb0sEAjEYvGdj7lnEEJvbm6eMmUKkSX0q6++evnll51uBdDKHwFFUb1ejyDI0aNHxWLxpEmTlEplc3NzeHh4XyYEjYuLI36H//3vfwGATqePHTsWRdHw8PDc3FzCecdlPA4URQmFjkaj4fF4NpsNAIgjnYfqYLPZ77333ksvvfTxC2+vnPfgf07a5qdflfKM5mZaQxav5Adfs5I6ZHUFvVVIBXGiNnRuQ8Ve7z+Xx0Y9Vi9O1DEkOEoBvYxee0JU9rMPQ4wT7g8WLaX+nEA6VE3ju/CucuI3riVvfWDJQZ+r4yVHJ38VwvHt2bdHvs0HIJ4pdNKWgaRrahSdKV9J+h+kxPsTdXV1mZmZzn/PnTsHADU1NTU1t5lu3hOh5ypL11777p+ZH39xY1et3rW3Kkmvcd/kRL906dLUqVOjoqKioqIwDDMYDM6ikydPHj58ePfu3WPHjiVc8Q8cOEC44rfppKNS2e7j51MXBVLtqUNCqbSuQ+u/HF8yJqUCRW8utrVVjDPLY+0WNHh6k/dwdf15QfaHYS71N8Mi6y9K1Fl87UZlVQ++BCcdNf9N03aHVuzFGzM6RrX7j8xJy80NSujqNh87duyhQ4eceoSDBw/KZDIAYDAYxHdusVicz438/Ju+60VFRUFBQfv27ZszZ87y5cvnzp1rMt002bigyA2XmAk1QXvCveXHZWc7Gszeqj8Gh1W0bstl4PFBsl0Vxzq5hDtEJBKpVLdSDDQ1NbXWDuTn5+/cufP111//5JNPPvroo6CgDk2UORyORnMrKKDValWrXeie+gan0J1ZQnNycvR6PQDs2bMHAIqKin799VedTrd161YAOHLkyObNm+VyuVKpzM7OPnr0qFar3bhxY1+O+cCBA9u2bfv2228JpU96evr27dtPnjx5+vTpzpUdycnJP/744/79+2tqaqZMmbJ+/fpDhw5lZGRAx08AJ2lpaRs3bvTx8fl1w67gzeasBXGHpg85/njC9S+D6Xxr2roSn9FtTW8GLa1NeKHKYUWvfRZyclH84VkpB6ennPr7oNKffHxGqUZ/WciU4gBQe0Jst6CBk5s7v2qMZeMM0atz2N8mvjHMa1B3vrDbIKdwAxDPFDppy0DSNVIBt+tKJP0IUuL9iaqqqg0bNjgD7J86dWr06NEsVtuI930sdIvd+uz5dw/VnYr1r2fRDVkNgneuff1W4tJV8Y/35TAGNPePMcOLL77o/LxkyRIAIHIB+Pn5AYBGoyH+beOrT9jJE776RIX2jvpl6/5X9dnO4alhPIFbOSCucfVapjlSemshmvPvkPgVNdKhN9eQonhd9odh8osCn5Ft8+FhqD05Qra9xhvyevQtdMW/fV0sS+hM6ohhEcXFsvNpi4f/8R+pd2c2FGKxOD09/bXXXhsyZEhtbS2GYf/85z8BID4+fvfu3S0tLTKZjM1mE5VxHP/vf//LZrNLS0vfeeed/Pz8HTt2REREaDQavV5fXV0dFBSktRhomLmj0zGoNo3VtUM7ANQaZRw23uYgi2ZoMnexVLsThg0b9tprr82fP5/YHt+9e/eMGTOcpXV1dYmJicTDU6lU5uTkdBKeFVYAACAASURBVNRPSEhIZWVlQ0MDkR9h7969xKb6PcH5bG+dJbR1haNHj0ZERDj9EQBg7ty5DQ0NNBrt7Nmzy5cvB4CioiK1Ws3n8/tgwNOnT2+T7CMsLOwf//iHXq8nLC8IiFsbbo/HAQBBQUE2m424xpUrV+r1eqcQuwzVkZCQsHXr1tra2hs3bpwtv7yz7FBCbE300Ca2f4e+TsHTm4KnNrcUsbSVTKuBgtLsTCkujNG3NlsIna0Ind21Gv1GnSRnhPf+N74c6zO4y8qdQE7hBiCeKXRSy0DSNRqDkc/prSxcJB4IKfF+xoIFC77//vuXX37ZeYTYrxOLxXv37lUqlXa7/YEZD3JZjJ07dxLGpYsWLcrPzy8uLrZarY888ojdbm9dhKLoTz/9pNFo+Hw+l8v19fX19vb29fWtr69vbGxMTExsX7/NkJ7P/ChLe3DJxNy/9irlaVG0f1+0SRjCJyNmAEkfcP/EZegcHo9Xe3Z/xbFvTMpmQVh83N/eZfu4DrVNLFFu/hodjoL/+0qx4/eRaREMJt3Nc+33booIvLULqqthOKyIU8VAEPtMHa67uYYxyul5GwIcVtRmRqKeqI8KUe73bn4AGESpzGr6VFFqAYfZbl8iDh7CFMgspj90jS02vBw32B2Ol7wiTumbrhrVZrv9H+KQwcyba7xjusYD6nq7wxFIY77kFUFDUAD4V2PpK14R5bhhQ3OlFexWu2O+wG8sW4wgEB3tx6puujh6adDOd/gTh3ZygQ888MDo0aPlcvmsWbOItB0AQKPRPvzww+bmZpFIRCzP4uLiPvzwQ7PZbDQaCX+B5OTkmJgYHMd5PB6O44QpewjHV6nvcO7bpGOGczs0B0gVJx9pORbnf9sGXV2zz7zwuI6a3DlSqfTxxx9/7rnnIiMjKyoqUlNT09LSnKWjRo3au3fvunXrbDab0WgcNWrU5s2bV65c2b4fCoXy2muvvfjii0lJSTqdLiwszNe3h9bvd47zhe7MElpbW+t0K4Db/REIwXE4nIaGBgBAUZSIt4rjOJXakxgBdwsURVurGDrB6UDRvtVtT4COCQgICAgImAJTpjXMnHPyRb0OG+2oQpCOH5ioQxirF8Z2qDLrEpsdOZUfUdUQenra14miiB73Q0BO4QYgnil0UstA0jX0e/pqIel7SIn3M+h0+sSJEw8fPuzcIGpubgYAmUwmFArnzp2bn59/41qOSR2UmJiYlJR0+PDhkpKShoaG5ubmZ599FgAKCwtbFymVSg6H8+ijjyoUinfeeWfmzJksFsvX11er1crl8sTExDb1WycqB4AKrWx3xdGlk663NofmMfEHU6+9kvHp38KndTc9OEkPQBDE0S8UDeVHtlaf+DRhTjlLbJFfrzj37rWxa39ninw6aeKw2nIXr9WezEobEUmjd2MidFWk9hHfsoTXVjH4UYY2dZg+ZmJ1bregWe+GpbxewQkyWQ2US29GJP6zuhm12REHAOAO+8uyvLU+caE0lt5ue0F2fbU0ygGO7crqrwIS4+jcYrN+ad21lZKwZ/wStDbrS/V53wYkA0CNxZBtUP3HLwFFkAMa+YeK4ne8YwDghkkLAO83FK3zjZNidLPD/kzN1ZEsEYYgABAYJKHRsJxH3hD++IFX+rBOrpHBYLSOTUCAoqiXl1ebg3Q63Rlck2jIYDCg1TJvlHeiykBvULO8+W2/JQdAXnXYJ0mzoAOWRs/7z76doV6KCO+bSpzsSm+Dwe/xcBcZOnvAb7/95vL4xIkTx48fX1tbKxQKnQvUbdu2AQCLxVq/fn1dXR2dTvfy8nI4HDqdjsvlErEDCAhbGwBISkr63//+V1tbKxaLuVzuM88846xjtVoJkwEEQZyqnC6xWq1tQo24SfsXOuFW4O/vT/i/EP4IwcHBdXV1zmc1m80+e/bsxIkTN23a5OPjg2FYewu4fs8o76Tc2b88evrlHy9en5p0Q8TuleitDWrW0WsJg3hDD87+UEC7CzvSPZ7CcehUPW5h0si14f2HZ87byV8SSdd0FMCZpL/SjyXOoGJgNFPRrr2v+xkpKSnffPMNoVxwcvXq1WXLlgFAXFycl18gm0bZv3//lStXysvLCVv01NRUomZISEjrouLi4mnTpgGAVCol4rG3oU39NqXHZZcivdV0rK0JsQ/PQKfh11tKk0VRd+m6STqEAggggFHub4WOw2Ev3vP52JXFLJEFAEJHK3E9tezQN/FPvNtRE5vRfGXOq0h5bdqICEo3L19GN8czbiULcNhQGqdDS/iGi3zpcDUnyAQAGMsWsaC+6rBEEGTHEQcAnNE3j2aJQ2ksAGCjlGeEQXvVsjl83yQmP47OBYAoOpuOoNO43gDApWBOhZwd4J9eYSiCAMCDPJ9f1DK93cZGKQBgA8eLXuFSjA4ACAADQRutZl/qTdMJbx/BUAy98tibCZtW+8we160L7xk0lPrvoS+tvrJ24agrHHqr7w3gdH64NzVqTsj4jtpKGcJfJ3356OlXcipb+Cx1o0ZIs/sdfOAzBoXWUZOeQadQnH8JUBRtHXPBYtA2Xr9gUFSbVTKMJWJ5+XPiRgAAgiCd765jGNZeXwMAu3fvZrPZVCqVTqdPmjTJefz69evh4eEdLeazs7NTU1N7EIKReKG3zhIaERHR2q2gjT/CvHnzAEAgEAQEBHA4nIiICJPJNABVDAQ+TPGpqVu+zN/1/tmNySG1IyKqaO3eXD3GhGPnikMLZX7rhqx8JupB5C7FyunxFC5YyA8S8vvt/K9f45nzdlLLQNI1RnNb30iS/k0/lniwkM9j0HgMxr0eyD3gqaee2rBhQ+sjYrFYLpcHBQVptdrz58/XV1fMmzdPKpUePnyYqODcOtu+fXvrIi8vL7lcLpVKrVZrQ0NDcnIyYX9LxIprX78NalxPo7Xd2yRg02wqs+4uXTFJZ4hpmJ9EiPVh3PjewNzSiNKAUDEQiEK0pRc6jHzgsNquPvwGtaouOSW4B9MyC8VBQW8ZgDDEeIOyrae6w4bYcZTCtBka6JzAW5uf3EBz1UE6NdjhAAcAyCymENqtlVsInfWLRgYAIsqtLSlxqxW19S/DEx+MwUJuLYmDqSyZxRhJ5wAABRCdzfqmvNDssFMQ0NptbYxVRBLe8KFhmc+upbCZnVs03C2eiphZq5d/9idlWHhFqJeKitka1KycinAeRB5K/7KTZZWxuT7eRC94aM/R+qw6gyI8PGCy/3AqevdnrTwGPclPSsdcqJ519ZWFu9c25l4Uhdl5Pi0Mjtmqwxpr+Pk7GSzvoJhH3vCKH9mzk6anpzvX7YWFhXl5eQwGo7q6WqlUDho06M8//0QQZOrUqbm5uVqtVqVSTZ06FQCUSuWZM2esVmtrf5YucflCb+1WAB34IzhTOQxYFQMBiqArBz32aOjkl7I+WX/8fGpYbWponTMza88w4NilsqCrVb4Phzzw69yVYvrdDHhxJ1M4T1yqkriBZ87bSS0DSdd4oKsPSa/SvyUudHty1s9gsViEI7HzyKxZs7788su4uLji4uL5jy7kMWn79u0TCARVVVV1dXVhYWHOmtHR0a2LnnzyyU8//bSwsLCxsZHD4SQnJ3/zzTeFhYW5ubmjRo1qX79NMrxIfqCyWgxQ3maEdjtSr6FE8Tt01Sa5iwi5bJqrldX9BV3oZTOBUYUx/8ow11LN5vjGuq7tcFxf8qG1oDQlNbRnOz++JrrWdEsLwA02NV/jOqwIgt1azlf+5mXRUqKeqKcLLBb1rcomJUYXWlqsKM2BAoCIQlPZbylHmiy42L1depXN4mi1GFDZLfy/FBP5Ju3Olpp/+8cTaoiX62+0b87js4amhF567M2hB/4tTEtw98rvgDeSFk8PGPNF/vfHsq+abJYInv//xcx7MmJGR45RLaU5ORtesBpbqCzEqLQnzVkxd/qzSG8aoDGpLibD5b9/V7L/i/Dx9YPfVlJordNkNDrsIM+rvL6lWhA5LvnZT1Gqu3E9nPz66680Gi0oKGjo0KGXLl0aN24ckY01KSnp119/feKJJ6xW6759+4xG44IFCywWy/nz54nUjDNnzrxw4UJOTk7rgBGd079f6H2GH0vy47hPitXV7+du+Pr4mWhvbWxAVZiXprN4De2w2ZFShaCwNrhUwX4sfMr2h54N5nTm29UzSIkPQDxT6KSWgaRrGpRqPnuALswGJqTE+xMjR97abRs+fPjw4cMBYNiwm9uYb775pkqlmjNnTmmdYuLEicOHD8cwjE6nm83m1h7XbYoaGxsXLVrE4XDodPr69eu9vLzeeOMNrVZLmNq2r99mSJP9hy+9wK1WcoNE2tbHsyr8hkhi/FiS3vgeSNrQP25zBEEjH1qWtfWrxHkVLIlFfp1bcc5vzAf/cFm58PX1mhNZI4aF98DsnCBSw87XMMH3ZkI7KtcqHaYu+M4/bkktccQgp1Uf9hrxcTEASAZrr6wNC57ViFLtAFB5QCoep0YVPhQHAgDDWILX5Pnz+X5E7Mbd6roZXG93xqC3W49qFVO5UgCoshjVVosXdvNWrbOYEpl8QsWgtFlyjK6zJwpEnORB/pfnvJr25wZOtOtImXeXweLo7WPWulNTV19x6d+Lkh4u9RmkBwCjCruy40u7xRw154VeHuNt3NjxbtO13WNfLGYKre1LERR8E3XecTdyftJf+KA67Y3dFFqH9nG4Tl114gerURMwZh7X/2Zgv4ceeshpIDBr1qzr168XFBQQESIpFAqKojQaDcdxFovFYDBQFCWMxaqrq8vLy5lMptXqYlQd0eZOz8jIuHLlCofDMZvNw4cPT0pKyszMdCYhIumcKH7Q/8Z82DRUtav82JaS3fsu14dJcH9JnZSrF3NMPGbb/WQHgMZAb9YxGjQcWbN/eRMlQRyyIvLRhydM4tM4vTTI/vFsJ+kWnil0UstA0jXB3uKuK5H0I0iJDyiIEPGE0J1p6lqrGAhaF0kkku+++45Opzc3Nz/++OMAQKFQiH5c1m/TFZNC/9+Yjx4989LEQQWD/JQI4rDY0EtlAbmV4Zmz3r/Ll0fSAd26zUtLS7du3WowGDAMmz17NmGx4sRkMu3atcuZWM5qtX733XfOMHjdQi6X5+bmOpPSdQ1uiRANp1qu5WzATDaLgCYYGfkoy0YHMw7020wDKr/eU7Hj2KARsQhm63EOzwflksNV3qOiZc4j8Stqcj8PvvBStDBWh2uoumpG0qpKusgCAAwJHjZPnvl6JDfMoKtmipM0jX7YlCI+gAUApBj9cUHAc3XXI+nsCtyQyuSnsUVleNdh6sNo7BKz7qJeSUfRPJP2be9op13DKI5or6x+XWOJzeEw2u2jWKLNyqq3vKPbdyL1FcbZHJmTnht5cTMz0C3tRt9Q8ON70ek1hIoBAJgC69AnS0/9e0vwhL/RBX2kf6w6uUuR/fPo5wupTHsn1VDMkfJYRfYuuPbtqpTn1rusYzMbz701UxJexeAZL7z3Q9obu3lB0fCXLQOCIHPnzr148aLD4UBRFMOw3Nzc8PDw/fv3m0ym1NTU69evt+5Np9MJBAKnY5qbtLnTlUplenp6VFQUAKxbty4pKSkhIYFOp2s0mtra2ujoaCKNiFKpbG5uDg/vuUquHyNhCJ6Le+S5uEeaTKrT8uzjsvO55QW/q+u1FjMLQxhUhEFFjLjDZAO92SZisCL4fsnCQcvjR47zGXxX4jt2DjmFG4B4ptBJLQNJ15TWKQaF+t/rUZD0HaTEByDdEjqDwSCSqPeYdP9hvz+w4Z+Za49dr+JQEY3Zke4/9PKDrweyPWjB079xX+Jarfa999775JNPfHx8DAbDmjVrhEJhXNythIIUCqV1EFC73X7hwoWeaRk0Gk1RUZFbWgaHAwwmWLcZSiqDgRMM6QAAOMDVGsj5GBZMhymjnYqGDd9nfFrClj/5f0wMLDbHDFPD+4qcUGu3M8+NbeErDbRGLdOLaySOoFR78qsVuIqql9Ewto0bZGrt2ew7WuU7Uq2vp9H4VirHtuOP5H9V+84JvDkdnMjxGs/xqsUNQgqNS8EAIJzGfrOVUmBb4OD2n4kPaptVZbcEUBmUv85HHF/vn1hnMdIR1AujOwB0tg43vf0DREYjfmXO/428sAmleUp88pay3IQZmtZH6DyrMNjWUpbrM2RiHwzArGku2PXRmOdLOlcx3ASB5Icr//zsrCLnjDR5bPvyxryLLFFz4rwaAEApjurTO+OffO+xxx5rXWf69OkGg4GwWTAajUwmE8dxQukQGxsLADQazRm70WAwsFisbtkytL/TiVgPMpmMiMVw+vRpDodTXl6enJz82WefvfLKK9nZ2UVFRdHR0Rs3bvzHP1xbBpEAgIQhmB8ycX7IzV+mwWpS4TqdxaC1GHg0NpfK4tM4TEq3HWruEHIKNwDxTKGTWgaSrokNbhsinqR/Q0p8ANL3Qh/uNShz5g8tZm2TWeXP8mJhAzEk5z3EfYlXVFQkJSX5+PgAAIvFevrpp2tra6OiouRyOYqiCoUiKSnJZaqRNjgcjpycHLlcHh0dHRYWhuN4U1MThUK5evVqWFgYsbnamoaGBgqFIpFI2jS8WYxbYO0GqKh1eSb48RDQaTB+mINGW7Sz4M9qZOTDqYF+XAQBo8l240ZDWrb3nrozo8xNbn4JBFQHsros+Huxds6Y/NbHaQILTWBx3QZ1sP3NAFAgE9JU7IcUotsKAYJoPfGn5VMwPsXFFA4BCKAynZ+5ruo4iYj0UWVXFr76VdwXK3swht6AQqXZLG1DZtitCIr1kR6k9Lf1galKtpe7odRQzBE7vbJg9/vS5D/al1JodIuRAg4ABCwGrOHGiYYrx+gCYcDYx0MmPgZ/BQdxek8QMR3bhGZsDVGzWykt29/ply9frqmpqampSUi4GZjj5MmTb731FoqiRFKMjIwMQo9cVFSkVqv5/LsZm7Afw8IYnvAiI6dwAxDPFDppB0XSNddKq+/1EEj6FFLiA5B7JXQhnRvJC/SEmdlAw32Jh4WFZWVlOY23ExISJk+erFar33nnnXXr1mk0GovF8uWXX3bZz5o1awoKCjgcztatW0+fPt3Q0PDqq6/u2rWLxWLt3r37l19+aV05Nzf3o48+IhZdbRoCAOAW+OOCaxWDk52/gRn/4qzsfJ1+/oLEIH8usaZjMiipQ/wmTI9+2H+MEu12WsTnqvz0DcLcKq9utdKaaCeyI9bnxqAeFsQ9KT5Q/uNR+f4/76STX3/99fvvv9+yZcuBAwfcbKJWq7VabWZmpkKhaH1cEpdWc/m271Yrp2nqqaKowdAHOByyiweC0xRd12yFzyAdrm7Q1Ve2L5IMGkFhRZ//ZtCl74IrzvMix90Y8Wx2zANn6v5cm/HxQoftruVE7IT2d/qECRNmz579/PPPZ2dnE0ccDofNZgOA2tpawn3D4XAAAI7jVKqn2LmQuEmP3+Zqk7lCqbbZe+hQRnIP8cx5O2nLQNI1g6P6IjoUiefQjyVutdsrlGpvDovH6GsjRg+nHwudxCXhQb5Kg1HE6jpeFIfD+eSTT7Zt2/bpp5+GhIRMnTp1xIgRACCXy3/99VcKhYLjXW/8Go3G2NhYwlY8Ojp6/fr14eHhTCbzhRdeAIBRo0Y9//zz8+fPJypnZ2fv3LmT0DK0bzh+/HgAgCNnuzilxWo5fvHDa7y5c2IwrO2eSrA/NzhC/F9V1NvKDtNeuoRuRw9lJY6kWrksc6iXpusGACYc23s2blVJ8PgWj9sTptIoKYODs5Z8xEuOYoX49qCHrKwsBoPx0EMPAcDPP/8sk8n4fD6CICaTSSQStXbvVygUjY2NsbGxKIpmZWUhCJKWlkbEbXEWxS5Y8+frZ1HMFj5WQaE6mkpYOb+EDfrb2xizt0LlORwOhc7AZ9AZVEwrK0cxM8dtQ4abICCN0TblXeD4hrQtQSlpr/9UvHd91fENE/6vhCmwAABbYhFHFFz6zlp68JvIh567S9fRIe4826dOnfrNN9+EhYU1NzfHx8dPmjRp06ZNPj4+GIYN8DSW9yM9fpvXqXUak5nPoLnzXiDxKDxzCkdqGUi65kpR5ZDokHs9CpK+ox9LvKJZ1WwwaU14SgDp/38b/VjoJC7JlzcBAikBNBql6xyBQUFBb731FgCUlJR89dVXtbW1EyZMSEhIoLjRloDJZE6cOPGnn34qLy9vaWkhTL4jIm6G3KdQKM6url27lpOTk5SURBgyuGwIZhyaVV2e9GpePZ8rFgpcW8qEx0gPlwR2V8sAANF65v7LCXMckJZYOSSsofPKjVrm3rNxCyv9V5d5aIpWgZATHiq5+sjqkRe3IJRum7hevHjxueduLpUffvhhANizZ09dXd3cuXMrKyud7v2jRo0qKCiIjY3dtGnT0qVLNRqNzWY7ffp0cnJyU1NT66IxHxzK2/7akbcyAQGWWJL49w+kSWPu8jW3osVoqlCqBUxGjFRkbJKxJW6EY2gHW6wxNFW6LEJQiqrsfPzsGmYrnxoEgfiHKs+v39oHWoY2z/bp06c7P69atcp5ZPjw4QaDgcPhAEBkZGR4eLjJZCJVDPcjPX6bEwYsDtKU4T7EM6dwpMcESdd44A+XpFfpxxK3OxwAYO9phPl+TD8WOolLUBQBALsbxrHZ2dlOd4nIyMg1a9acOHECXGUP6YTi4uKPP/44OTl51apVa9asIQ4iiAv3ATqdvnHjRpVKdePGjY4agsHozkkb9VYOp8NBcllURfc9JgjGtPAunR9SfTlqx/Gkqmauyy9Ra6L9kR32w8nEj6/FfJYf0bMT9Q1hYd6U5pbKr3/uQVsURdunIZg7d25AQEBGRsbChQtTUlIEAoFEIomIiCguLpbL5QAQHBwcExNDVI6IiGhdxBBKU1/8bvqW3KkbLk/495+9qmIAABvxUnA4AMBi0FAZHcTX6BQqy2bRNHZUamis4/q2TejLllhwvdFuaXv8ruPmsx1FUULF4PyXVDHcp5Bv8wGIZwqd1DKQdM3Vkqp7PQSSPoWU+ACEFPpAw96dHatt27Y5P8tkMm/vbpsC5eXlTZkyJTo6mk6nZ2RkdFIzJiYGw7CVK1d+8803FovFdUO2W+sfKRvT6Tq0ftfoLd62nq/xwoyMq2dS376UcO50wtcHhx7Nijhf4ptTLcks9z6VF7zj2OAtRwanZA4qOT3sqbqeWE5dMCh3qm4GnnAArJLlmR2dbbOrbVZtxxkluiQhzr/k/e9M9d0LhwkAISEh+fk3Y2H+8ccfZWVlAECsV1u79x88eJBCocyePdvLq21Ii3379rUvQigUCr2vzbbpXJHZ0BPFk1mH0UWBHXYrlBiUbaMbmNQYRqei1F733SOf7QMNUuIDEM8UOukxQdI1CWEdvjtJ+iWkxAcgpNAHGiiCuKloSElJycjIWLZs2eDBg9VqdXl5+Xvvvdd5k6qqqhdffNH57/z588eOHbt69eqqqiqlUhkSElJZWZmX15mrApfLXbhw4ebNmx9++OH2DeMjo0AqAoWy82EMjvPR5ZmbW0xioQunidICxSx1Tec9dA4KyBMy6RMyaQnL+IdIVcUy1XKM/jg1SMdM1XDGtfAxR89jPTZb8RtGjU3goABy1ajW2202hwMQUFrxZhseTmOjCKKzW1FAaizGcBo7y9iCAEzieAGA2mZtsJojaCyDw+asgLmyHHHC5jCCAkUFq74c/OP73RrnlClTPv/88xs3bjgcDqPRmJ6enpOTQxS1du8Xi8UVFRXl5eWVlZVNTU1sNvvs2bN+fn4AwOfzWxdJJJKefmd3Css7SCcHIiVEt9AphJIhHfpFB419qvhwsTSqAKHcuuMKjwQEjpnT46G6D/lsH2iQEh+AeKbQkbNnz4we3bvWaF1SUFb19Q8Hli19wnkkiM/m0cmotp7CjYo6D8zCStJ79GOJFymaW4xmjIKmBvjc67F4Fv1Y6CQuyaiSAUCyn5RBdWu/QaPRyGQyHo9HrAx7gM1mq6+vF4lELBbLaDTS6fT2lvbuNrTZ4I+L8L9fO2tGo8Jnr3396e9fCCIfnDOISr3tXBXVmnNHC29UHhLYe2Ih3wf8ppE7AEQU6mi2eLOyyuZwPCEMLDTriszaaDo306D8hzh0t1pmttuSGPyLBqUXRrM54GGBX5FZl2loiWfwrhrVXArmrLBUHNL5GW02+59nChN//EAyYUh3R6tQKNhsNpvNbnPcbrc73fu1Wi2bzbbb7RQKBUEQnU7nNNFvU9Tds98JjXpDWZOKx6DHeYsB4NTLYwc/miUINLnfg8OGHH0nbvy/TjEEHWYeyfr87xbVhfgHK3j+ZmMLVngkUF0fMub9Q31gr0E+2wcaPZb4DXmT1oxHSoRiNhn98T6jN27zPMWt4Effbfnh6XnTEqK6TlntpKAgn/SYIOmaMH/pvR4CSZ9CSnwAQgp9oNHdlRyPx4uJiemxigEAKBRKQEAAseBkMpluqhhcN6RSYdIICO80nuLCGVBUsbziykRZ2Z7d1yuqNUQQCr3Beimz9syxor11ZzxWxUAwiMHNM2lxh52OoMTaO0OvXCgISGHyBRSq2mYFgJk8n0Qmj46iwTRWDIMDAEe1CgmFJreYynA9brc7K3R5OgoFHRTje2PZxw5rtzMsSqXS9ioGuN29n8vloiiKYRhxLa2jALQpuocEjHm0/Ez3JuvVWXx+aFwnKgYASH1xk0/aq1n/G3xgVdSZ/8TTpU+P+eBw37iEkM/2gQYp8QGIZwqd9Jgg6Zq6RmWEPxmQfwBBSnwAQgqd5D6DToM3lsK/tkBBedsiFIVHp0F8FLz9HwQcGxsu7dHJPtJrDgKbhgAK9ocMsu+bcgOshnsx7u7BpWAHNPJxbPERXSMAoAhCmPPjDgcVRQAAa6cvoiPoWI4YBSSczr5qVLev0AnevsLyGqVs93H/x6bcxau4jwib+syJVVuby5niqC2uugAAIABJREFUMLcijOJ6StGxgGGvvN15NQRBK2nBBRF/YyWy5s+fr9PpGpqU7uvsiouLvb29+fzbMqHW1dUdOXIEAGg0Wnx8/ODBg122JZ/tAw1S4gMQzxQ6qWUg6RoJn3uvh0DSp5ASH4CQQu8zlEplRUWFWq1WqVRE6jgejxcSEhIaGtqnG7kIct+nLGMy4LUlcLUAjl+AshowmUHIg8Ro+9SxaIsa3v0KDDft3ufpa+dV1OIIakAoHm6/0IYHOF7vNRTN599cjk7iSDYpq3wwOoYgLOS2NKJsFDurbx5E56Zzvba31ARTWXUWoxC7LZahzGqqxA0jWaJOzhgZ4pX3zma/BemI28Ym/QkKnTl46RdXvvnH6OeLWKIufip2K5K1PSJo/BOC0EGd17xw4UJLS8tzzz2nVCq//vrrSZMmAYD7Wob8/HwajdZGy1BVVeXr6zt+/HiLxbJz504cx4cPH96+Lflsdwe72aK6dMMoa+InR3KiOwyxcV9ASnwA4plCJ7UMJF2jNRgFHDKh0QCClPgAhBR6r2K32zMzM0+ePJmdnV1V5ToWNJfLHTp06Jw5c0aMGOGOuuHMmTNZWVkAMHPmzOjo6G6P6XYVQ01Nze7duwGAzWYvW7as273dK2hUGJYACVFAowIFBYu15ew1+HqXsKbWRV2HneawA8AvapnGbq3FjUE05kS2JIjW4S8/09ASSmNJMXonR3qJWbybsWO+9k8EgCWiYACIpHPC6RyT3UZDHRrQzOf7ooAAwCJhEAAEUBkogoTR2P8QhejtNi7l1hyPqOCHMfwwF4EwWyOR8qgVjQ0HzvrMHtc7VwaXLl3y9vYODg4GgJMnTyYlJYnF4l46Vw/wShwdPf+1c199nPpkmSikQ4sGkxrL2hbJDpwY/fDLXfapUqmIzCwikejRRx9tamoCALvdvmvXLoPBwGQyFyxYcPjw4VmzZgFATk6OUCg8c+aMxWIBgEWLFhGd4Dj+yy+/LFiwwOltRKfTCYeUUaNGFRUVDR8+/JdfflGr1QwGY8iQIRUVFbW1tYrmlqcefywgIOAOv5Z+jLagMnv2K1SrlcmgFjZqvGaOTvj2dQS7pcUzm80//fRTS0uLQCBYuHAhjdbDDLh9w52+ze+x0xJJT/DMKRypZSDpGhpG/k4GFqTEByCk0HuPU6dOffXVVx0pF5xotdqTJ0+ePHkyLCxszZo1iYmJndfPzs7+8ccfASAhIaEnWobbUSgURG8ikeh+0jIAAIIA6+bKuenctbwn3xk3Jgo6VdPM5/sZ7LYdqlpi7a2zW1kIBUUQrc2KINA6KUMC42ZEgzJcT0PQQCrTeURhNTda8VgGt493/FEAK6o/Sz9HY9lRA2u0eRwFbi6HOOjNuxhFkNYqhu4SESQqenOjz0NjO/8ae4xKpXIGZWhqajKbzXq9HkGQpqamgIAAFEW1Wi2XywUAtVotl8tDQkIAwGKxsFgsZ6lCoWhsbIyNjUVRVK1WE/v8Go2Gx+Pd+QiDJ/2NKQm6vOEFr2h1xLg6ru9tGU9NGqz6kqT8jCR8xrLIB5e78y1Nnjz522+/PXPmTGho6IwZMwgtw/79++Pj4xMTE/Pz8/fv348gSFlZWXh4+MmTJ6dMmZKYmJiUlHT48OGSkhIAMJvNX3zxxVNPPdU6oMnp06drampwHK+oqHj99ddPnTrl5+c3f/7869ev//DDDwKBYNWqVTXyxm2bN65Zs+bOv5Z+iR23ZM/9vzAxKzBYAgA2m/3ymStl6/4X8caimxXs9rVr1z777LOBgYFVVVUff/zxm2++ec8DiHRCj9/mXhwWggCX7tE6FBKXeOYUzhPHROJpuB+ji6R/0I8lLmAyW4xmjmdvRNwT+rHQ7yEGg+GDDz44duyY8wibzR4xYkR0dLSPjw+DwTAajRqNpqKioqCgoKCggKhTXl6+ePHixYsXL1mypPfGxsQodkBoGKXrqvcPpe9ujgiVdHcBcFirmMaRcinYHo2Mhd5MyrBFWbVUHHJa15TM5F82qtgoRW+3leMGvc2azOQ3WfECszaWzt3UXNll7oa7TiWtNGKqIny88tL6UHlJgz/0PCSnS7x9hUXlxYojGdJpaXe35444cuRIXV2d1Wp99tlnuVzunj17Fi1aVFpaeuzYsVGjRq1bt27GjBllZWXTpk0jSlNSUgoKCmJjYzdt2rR06dIdO3YsW7YMQZBdu3Z1965h06gYivLaraykSWMmfn627NC3md/tQlAT19dCZ5ssJpqhmWZoRnxSJ4xd+wrLy904kRiGLV++HACKi4vfeuuthQsXEjqFuXPnAkBcXNyRI0eWLl36/fffL1y4UCAQhIaG7t+//8qVK+Xl5YRjxZYtW7hcrlR6W4y3ESNGjB071mKxfPHFFw6HIycnRywWl5WVORwOlUo1depUAGAwGB6+935vUWcXUcx4YPBNWw8KBY2L9r2y9TenluHcuXNjx44NDAwEgODg4LS0tIsXL6IoqlKp6uvr+Xw+k8msr68PCQmZOHGi3W7fuXOn0wglNze3urpapVI5HI6//e1vWJ8sBXv8NpdyWNIe7YdnZGRcuXKFyWTiOD5nzhzCbKdbZGZmhoaGtvl5k7iPZ07hSC0DSdcYTGYAT3T4Iekl+rHEvbksb67HGZV5Av1Y6PcKtVr9/PPP5+fnE/8KBILly5fPnDmzoxm/TCb75Zdfdu3aheO43W7/9ttvDQbDiy++2EvD41MowT6SXur8nqArrNTlV/pPirvDfmbyfIQUarbpVhIvCYV2zaQex5ZE0TnHtAoAiGCwLWAvxnVyq7njnnoLho2tLOEIg41aBcZEmNAL4TXCAkWVX+zqAy2Dw+EgtEJz5869cOFC66I///xzyZIlGIbpdLo2rSIiIiwWS3FxsVwuB4AxY8ZcuHCBRqMNGzasuwNgUampga4TG2MMdvS8ldHzVmrrSvXyarO6icrmMcU+gtAEhNI99dzmzZsffPBBqVQaFRXl5+dnMBjYbDaPxyOsMAjjDjabbTabDx48OG3atO3bt8+bN08qlR4+fJjoYfHixXq9fv/+/XPmzHF2y2AwCKOP5OTkqqoqkUg0ZcoUb29vnU5nsVhqa2sBwGAyW63W7n4tAwezvJnBoLY+wmTSTE1q57/l5eXp6enOf2NiYk6ePMlkMr28vJ5++un3339/9uzZ06ZN++yzzyZOnFhYWNjaCEUmk1mt1ieffPLixYuZmZmjRo3qgyvq7bd53U/HlScuSx8a6z1jJHFEqVSmp6dHRUXhOL5p06YVK1YQ1kkmk4lGozlNkBAEQVG0pqYmPDycULio1eqGhoaIiIiEhAQ6vdfd0PoxnjmFI7UMJF0j4nG6rkTSjyAlPgAhhX53wXF85cqVThXD8OHD3333XYmks1W9n5/fP//5zzlz5qxcubKyshIAduzYERUVNX369N4YYRuJ83i8tLQ04kNvnK4PqN1+yD9A0ANLZhTA4rADgMZmZaFY+6QMATTmEJYgy9CyVy0jvBL2qesH0bmzeb4Kyz3QMoTbIvJLjTcqhaGmEJFD2Bun8P1/9s47PIpq/ePvzPaa3c0m2fSQnpCEAKFDaIbe5eIVVFApil7x+tMrilfvRZRrQVEQvCBFLCAi7Uqo0kuAECCENNJ7tmb77uzuzO+PictmE0gI6ZnPw8Nz9syZM2fn3ZnMfM973tdfcvfkHWuNmiV7WKjI1iGVSmtra2NjYwFAoVCQQRn4fD6KouQksE6nAwAGg2G1Wul0uslkYrPZrlsPHDjQt2/fWbNmyeVyAEhISPj2229RFG0n9x+Bf7jAP/xxepg6der69euHDBmi0Wh4PB6Z9XPu3LmbN28ODw8vLCxcsmQJAIwcOXLPnj3PPPNMVFTUgQMHRCJRaWlpZWWll5cXk8mMjIy8fv16bW1t47liLy+v2tra6dOnb968OSYmJjc3Nzo6+s6dO3v27KmorBo6dCgAGAyG/fv3P/fcc4/zRXoewv6RGoXWbvOlM+rfiWprtaJ+Yc4GPB7PaDQ6P5pMJoFAYLfbyR+wSCSKiYkBAFI+DgkJcXNC6du3LwB4enqSd/UOoF3/mtccPHfvjfUh/uKsg2eZhz4TD4sn6wsKCiwWS0FBAXlaSO+kOXPmnDp1yumCxOVyrVZrv379tm3btmzZsry8vKtXr8bFxe3YscPX1zcxMfFxMiX3crrmIxylMlA0T7VKI+D6dvYoKDoOyuK9EMrobcvGjRszMzPJ8hNPPLF27doWvv0GBgZu37594cKF5eXlAPDZZ58NGjTIy8urzUfoZvGIiIgNGza0+VE6DALHK3cdHdwvsBX7JrI9dmsr/enscptZxmgiOGIpZrpoVLER1IPGcBAEAHigjGLMVIQZS2xmpR2T0jvUI50GtHgsEbD2PAQN9fGTVO091ee1eW3eeWJi4vr16w0Gg8FgEIvFTu+exMTE3bt3+/v7kz/+yZMnb9myJTIy8tq1a7NmzXLdGhoaWlxcXFRUVFJSolQqpVKpWCx2OBxtPtS2wtfXd82aNTU1NWROGWf9ypUr6+rq5s6dS35MSkpKSkoCgHHjxg0ZMoROp7NYLKvV6pzmdZVRhg8f7iyPGjWKLKxataqurm7WrFlpaWnBwcGxsbHFNcrYPoEAwOfzKYmhMdxgX7/5E6/973zfSBmHy1LItdl51YOOfeVsMHz48MOHD0dGRpIfT5w4MXfu3AsXLjhv6WSBIAgAaOyE0vERHNr1r3nd1bsBPoKQMG+jBau7nuNUGTAMwzCMxWIVFxePHTsWAObMmdM45ui0adPEYnFGRgYAHD9+PDw8vKamprCw8OESPEWzdM1HOEploGieYFnbP+BSdGUoi/dCKKO3IXl5eXv27CHLiYmJq1evfqQHTaFQuHbt2ueeew7Hcb1ev3v37tdee63NB9nDLK46m8Fk0AQeLV0PxUVpZNYGAAhn8YKYwQ6CmOVx/ymNDAw5RegDAH4MtoXAAYCN1K999WOw9Q47D6XNEPrSunAcuMchQCbM2XaoPVQGFEXfeOMNlUrFZDJJh/8nn3wSAEQiUVBQkMPhmDVrFgDU1dU988wzPB5Pq9X6+/t7e3u7btXr9Tweb8aMGTQaDQBoNNq4cePafKhtCIqiTU7VikSiJtuT/g4A8Kie5GSHXC6XwWBwOJywgC737tHViP3y9ZLQgNv/3W9RaDwSwgef2ODRP9K51d/fPzg4+PPPPw8LCyssLIyPj/f1feApdXNC8fdvaeSONqRd7+2y2WOuf3fIgOGK2rrhU+7rXLGxsaQQ41SryQivri5IXC7XNTIFi8VKTk5GUTQsLKygoKD9xtwb6Jp/0CmVgaJ58sqqE8JaM0FE0U2hLN4LoYzehnzzzTc4jgMAk8lcvXp1K0KvRUdHT5w48ejRowBw8ODBJUuWcDicth1kD7N4xfb/BXi3fq0HE0Efnr/NqS84IZM4dMWIW22Ep5cQu1Ohv1sk6BtqcWAGm8mT7YG0XZq7JrNXul4sgYGBm37+rsJQ6+frx/DguG0l5Qky5ll2draHh0d7uPx0XxITE8lCD7vS2wMERfusmNdnxQMFtSlTpowbN04ul0+ZMoUUfebNq2/8t7/9zbXwICeUyMhIpzdEe9OuFhcNjh124b+aa9mRyf25IffVlsOHD0ulUgzDyIwwTlxdkGSyBgFQUlJSvv/+++Dg4MrKSjK4JkWr6ZqXOaUyUDRPXB8qzXLvgrJ4L4QyeltRVlbmDGL39NNPt3qh6bPPPkuqDDqd7vr168nJyW02RADoWRbHLVht6qWY0Y8b95HCFTnLfmYqsvLy8vxbRovdzqajJhvuzeFN9B/+l5BJE/2Hoo2UlzZEbdU9d/HdG7xbgcF6i5X9n/2/bBq6al6flCYbx8bGkqvB2wQHZqm8/Lsq+4zNpOX5RPgNnSGO6N9WnXc8PelK70TYbHZQUFBLWrbaCaWtaG+L86ND+NEhrjVTpkxxix9EeicBQHh4uKsLEsmiRYsAIDQ09OWXXzYajaRiSPE4dM3LnFIZKJrndkFZ/8jgzh4FRcdBWbwXQhm9rTh8+DBZYDAYCxcubHU/ZCz6qqoqAMjIyGi5yqBUKjMyMioqKjAME4vF3t7eAwcObBzTsa0s3sLDtQQMw+7du1dYWKjRaEwmE4vFEolEYWFh0dHRD39e16Rl8cUCVsNA8RStxkhzfBxW9k1IVaRMHRGkGO+pZzMcAIDjSJ2Zda8m+5XrJ3npvusHvzPeb1A7jeH5i+8paSeXjLuHogQAyHXc5Wn/DhMEDpRGt9MRSeoK71xfv9jDT+MbV8vg4Ppa9o0N+yTRoxOXrEMZ3TIGPnVv72202uI1eqPCYIr0krDaNMPxQ7z5UBSlJIY2oWte5t1bZdDqjYdPX44JC0qKi+rssfRkuuAPl6Jd6cEWN1ixe0qNTMj3FfA6eyxdix5s9A7m/PnzZGHYsGGPma/hzTffLCoqAoAWLu6trKxcv379uXPnyPUaTlAUTUxMXLRokWu4OF9faalGFyyuH6FKpXrxxRcBIDY29uOPP27c+c6dOw8ePEiOauTIkY96uIdTUFCwa9eus2fPmkymxlu5XO6YMWOWLl3aOJYYifJMulTYRNRGilZQwrFOHnybG6h4oV+xkNMgwiSKEhKeZUhY9eCw6twq8fzztUsi5384YHkbLqMgydWWXFHcWDa+XmIAAG+haVR0/sobn5+c+F3bHsuO46VqnSePI+KwjLVlVz97rt9f7sn61ucUkMUZwkarMn423fovPuDVTQBgsVgMBoMzWJ3JZLJarWJxu2T6aBOoe3tvo9UWVxnNRsxmsGIsehsv0KNob7rmZd6NVxTa7Pavdu0/nXZz08+HM/OKOns4PZn0vOLOHgJFh9KDLV6lM1rtjiqtvrMH0uXowUbvSNRqNakLAMCECRMes7fk5ORFixYtWrTINVv7gzh27Nj8+fPPnDnj9s4PADiOZ2RkvPbaa59//jkZCB0AStXaap3Baq8Py+9wOCoqKioqKmpra5vsv66ujmxACgGPergHQRDEN998M3/+/NTU1CYlBgAwmUypqanz5s07ceJEkw1Ux9I8JV0xj5cTO4Kc5ni/7jVwcvD4/qFTh4dM+kvg6I3CiDJ6S8NVdgyFXPPg4elh/QunD81zkxhcQQBi/DQLR1/bU77z+Qvvt/kwbqvvBUksNLTBj6ePlzZT0/YPe3Vmq8JoqtYZACBnz4dhoyucEgMJSicGzC/W5F9Q5aYDQFFR0aFDh5xbs7KyTp482eajakOoe3tvg7J4L6RrGr27+jIQBGz/7VhxRTUAEASx5Zff33/lOW/PpuP0UjwmSVF9OnsIFB1KD7Y4QeAA0Mx7T6+kBxu9I8nLy3OWndHXOoAtW7Zs2bIFAPz8/J588slBgwb5+Pg4HA6NRnPnzp1Dhw7l5OQAwJ49e1gsFhmlDEEQgiCaVQHa6nAP4qOPPiJdJAAgMTFxwoQJ0dHRMpmMxWKZzeaampqbN2/u37+/uroaw7D33ntPLBYPGtTAS99hsuhySsST+gHAZZO6GDMtEAUAAAHwf1VZa31jWY8ePqAIM9oIIorFB4BzRlWORc9GUQB4gu8VwHi0WT4ckJ8FQau8EtkCTkCEl6eU68OlOxyE3oD9UKL+d6lurLn2P7UZoXZj8321Mzq6Y/KgzKEJpQPCalrSnsu0PzUs48eL6LqsyP+Le7YNRyLjeBqs7ssTDFaGmNX2PmgEEABAADgwi/z2lcQP1I3boHQiZHh11ZX9ntFJD+rHZDLhOE7G1ZfL5Xw+H8fxqqoqu93ujBmBYVhOTg6HwwkICHA2NpvNmZmZAoEgNjbWZDI5HI7S0tKYmBi5XO7MZVBTU+MWOa/lUPf23gZl8V5I1zR6d/VlSD2XlnYr2/nRaLZs/PGAFbN14pB6MDfvlXb2ECg6FMrivRDK6G1CSUkJWRAIBK1+K3hUdu7cSb7zv/DCC7/99tvChQtjY2M9PT29vb2joqLmzp37ww8/LFu2jGy8a9eu3NxcAMBbpS+0+nBNcvToUVJiYDAYq1ev/u677+bNm5eQkODt7e3h4SGTyRITE59//vm9e/eSYSlwHP/kk0/clBH1xdsePh40GgoAKjt216xzAAEAN81aI+5wEAQAyO3Wuxa90+lC57BlW/RkM63Dnm81Os+GzmErsBoNuMOA28kapR2bKvRZJA5aJA56VInBgNJnBoz+d9iw5Olxs/+aEGi6w7p3TubF85fxo8MlY8aGjPPKVw3tNzR44n7eo8XushD4Tk3ZI+3SLO9EFYh5ihZKDCQMGv7k4FtrMrcU6Coe1MZsNqvVTby6P4QkaYzGyK5QN/BPuZIfsTBs9iP180hYNLUsAY3OcvfNIRH4WozV9Rqi0WiU/0ldXR1ZeevWrfT0dLL83Xff3bp165///GdlZWVRUdHGjRsBwGazvfvuu0qlsqCg4P333ycbGwyGjz/+GEGQvLy8Xbt25eTkrFy58tatWwRB/Prrr3K5HACUSuXevXtb/b2oe3tvg7J4L6RrGr1bqgxZ+cX7T15wqyyvUezYf6xTxtPjiQ/tipFLKdoPyuK9EMrobYJCoSALoaGhHXbQ/Px8APjHP/6xfPlyBqPpCIhLliwZM2YMABAEsWPHDgBAkVaupW/d4RpDEMTmzZvJ8ltvveUWotwVDofz0UcfkXkKS0pKSEcJJ5rLmRL+/XnvoTzJFaMaADLMdQM4HgCQadadMSgdBLFVVQIABVbjfl01RuBfKArzrIZDumoDbt+hKQeAMpv5R02FAbfv01Y1+MpWwx2L7o5F9/Az44YJpY8JTFHGhs/+S7y/jAcEUX3+eO3lPwhHvX5B4Lgu59agJL/ps2NfCRi2U/gIk1E0gD7MNpvYL+FYv/Or/c1eyz3MsJseLfCbkIMNCi15K/0zt3qLxXLq1CkAUCgUWVlZj9Qnj87ZOXLN/uuJ6cW+KgO7Qs3fd7W/AI97K6714VSbhc7i2S1NSwwAYDejdG59mLr8/PzUP7l69eqDdhk1atTYsWOnTZtGKhGXLl2aMGHC+PHjp0yZEh8fT7axWq1Lly4dPHjwqFGjCgoKACAxMfGZZ56h0+nTpk07cuQIAKSmpj7k6mgW6t7e26As3gvpmkbvfiqDVm/ctPswjjcxCXP1ds759MyOH1KPJ7/8EWY2KHoAlMV7IZTR2wSVSkUWJBJJRx53woQJzvztD4JMHgYA165dIwii1b4MrTtc4wYZGRlkBo3AwMDZs5uZo+ZwODNnziTLN27ccN2kv5Uv4N8P/diXLciy6DECZyEogiAAEM7mhbN4+Zihxm4FgNNG5XOiwESOxxJJ8HG9XEpj1tgshZgRI/A/9IrFnsGJHI8UvpfrITACJ/81ecrwB6zBWigbiobKRo8NRVEEANR3bohj+nkmDlVcv+jW0suTO2N27HtMz6/NpgqbWeuwaxz1vpl3LLoTBkWFzQwAdoKosJmr7JZbZi0dQfsw62M6EAA3zdqj+toi7NGWXaR56JfF5/uNv5yUfG3VwOwglSnu5bKqs/U/XbsZtRlodbk8woHgNkRzl68r4jjMNLuRBgBkjaGUAwCDw6rOlqUXKyvy8/Ozs+v9TIuLiy9fvqxSqXx8fPr162cymQwGg2sDADCbzVevXnWtcTI5YPilKT/QdXP/dz35avYTC4NWnJ+8k462Zeh7N1giKZ0j0JQ1HUa0JsdLEj2WLPfv33/Rn0ycOLFxY/IH77wJoCgKAGq12sfHh6xx5kQkCGLv3r2bNm06ceIE2SwwsD7pfWhoaHFxMQAUFhaGh4e3+ntR9/beBmXxXkjXNHr3UxnYLMbIgXFjBvcbM7hfdGgQAIiF/EHxUeQ/icdjBfSmaJI+vl7NN6LoQVAW74VQRm8TLBYLWXCmTO8AUBR9+eWXm23Wt29fMmeYXq83mUytzgrQusM1bnD37l2ykJKSgrTAsSIqqj6ZlFPKITHml/H5DRYyCGj0w7qa0TxP8uMBbTUNkFlCXy8aEwAIgiDXSlTYzEwETeZ7juFLF4oD6YAgCJArLGwNZZE4tnAgRzSQI3IbpRo059mnj9JTTzCP5tPyCBe54RhHdk3kN3p8mLOm6swR2ejJvskTq88fb/zt1KnfhzvubJNE762r+kied86gBICNyuLTBiUd4Dt16R8GhRa3/as27xP5PR1utxH4V4pCct/3anJyLHo+St+hLj9rUDZ7JgHgiFQ9IPn6nBEZRaNvPZly69Xp12k2h5eX2bOfXnm7fp2C9h7vxkeh6rt83IZkfBxqUTP0xdybn4YobwtwDL39ZTCmpylvCQr3+dBRPNRgeuvdf7guEFCr1QaDQa/Xl5aWnjp1qvEKArfFAo0HGSMKOTju65K5x+/MPPBW3MJ2lRhIwmf8LetAH9zu/mtUFnCV90SByXMesi+bzSZ/5zabrby8vHGD0NBQZ9yWO3fukIUDBw7Mnj17+fLlc+bMIe8epNZA0q9fv19++cUZ1qF1UPf23gZl8V5I1zR694v+yGIy508bT5Zv5RTkFpWFBvotnz+zc0fVs6lS1oX5e3f2KCg6DsrivRDK6G2CzVY/Bc3ldlzugNjYWOf850NAECQ4OJj0XTcYDB18uMayi0AgGDduHACMGDGiJcd1KhGugydw3Fgh5/b1c235BN9rdW3eXI/6Sg+UUYyZijBjic2stGOThD6bVSWhTJ7KgU0QeH2vKQ9mcCtt5ihP/kS+9yZVSTSbf9usnSho+nKosltKMNNwrsQAhuusK/0WVPjEGM1a+q1dFrzSEW2vfyFc6TNgSHIfMloEANj0OrvZxPb0AgAgCKtGxRJ7Ovu0qBT6kntD3/ns4K9ZASihKDwOAEWYSYvbVnlHAsAYnvS1qjuJHI8am+VQnyE0QDCi3rffjDtiWIL54gAAiGLxN6mKx/ClDzmNFSzri/11mya1AAAgAElEQVRys7w0I/uVTPdVkyfV5kDRG8zIZ2sAgB9oMZRy+MFmAJD0NYQ+WVtzWeQ3RuM7SgMAFhUDACrPSIKnKCVxBgC481UwgYOnUG2LYI4dOxYA1qxZAwAJCQkZGRkhISHkEhv4cwWBswG5WCAwMFCpVH799dcPGXOHETz2r+rcy5c2Q8KcIg9/KwDgdqTsmijveODAFZsYf66YaJK4uLi9e/dqNJqqqqomRcbExMRTp059++23DodDLpfTaDQAGDRo0I8//hgeHq7T6YxGY2lpKRkSkmTixIlz5sz59ddfH+dLUff23gZl8V5I1zR691MZKDoeT48unSGMos2hLN4LoYzeJrBY9QECMOyBWQDbnJYnsyCdCwDAaDQCnQOtWjTRysM1Yvbs2c0ulHClrKw+2KHr+gtLhZzJZtHp9S/z04X1ETe/8U8AgKWSYACYJvTRO+w8lDZD6EtDECnAq559TISDj9IB4GVJiBF3CGh0APBlsP8uDTXijqkCH+chnvTwdR2GH53tR2cDQBGzIGyCXBZnAACuxJa0uOzUamYUxCCAFDL41QzupCAP517V547SWeyKEwcBgMZiV59NDZl9PymDsbzIIzIOAKIT/XYpwl+ougoAmWZtrc26XlnvsFBltxpwRzxHSIMGM+0clDaOL/2lrrIIM2ocdvpDvUKOStXPJuYkRlW+GFWJuuSJ1JuZojK8/KhXOYDDgpaf8IxZUgEAPH8rAGB1DEGwmWzJ87cAgKmGqS/hKG8JAYAhtOM2lMuyqen1GYJdZ+NdcVtBQC4W4HA4IpHoQbt0NAjS/+WvS/74+drOrwC3MLiIWe0QR8QN/+eHgoAIsklsbKyrc8HgwYMHDx4MAEwm8+OPP1apVBKJhFQQnLz77rsAoFar586d6+npyWKxfvzxR1KqS0xMjI6OxjBMKBRiGEan011PBY1GS05O9vDwgMeAurf3NiiL90K6ptEplYGiefQmi4jftXJ6U7QrlMV7IZTR2wTnHGaTawTaCWe6u2ZxvvzY7XagtTIuQysP9xgQBHHt2rWff/658SZDbilf3PzTFSkiON/eUAThI3Rnmdza5MeHYKLrZL5W50cm38FggsVm4QDnKEcWGiJyVQPkaWdDnqyPXCgbPalk3w5XlQFlsnAMA4A+wcIdDMkCAjgIoAiSzPecyK+fnnpRHGwl8MZZOfOtho2q4lc8+8zy8LUS+H/k9x404O0BtW/2zZ81PDfIU++2SXFbYI2zx71Sr+NkfNyHsCMAQB6NH2TWFnLFfQ0AoMnhiWONvAALg+/wGaIFgPLjUhoTZ6C40W5pyXlzQi4WCA0NtVgs//rXv1q+47majJ8K/5ckjV8cOQt99DSlzYAgIU8sCHligUlRYTcbOVJfBrelS3FRFCVjlDYJj8fbvHlzYGCgwWBwOBwhISFkPZvNZrPZAMBkMl3bFxYWbtu2bfHixa38In9C3dt7G622OOkv1pL1axRdja55mVMqA0Xz0GldY5KBoqPo0RZHAQBpfdi7HkuPNnrH4fR21ukeLR/B40C+orSSR3+efKzDtQCTyVRZWVlZWVlRUVFVVVVaWpqbm6vVaptuXFzFZbX7cv0mEWISRa7AO6beTcMgZzpsKAc4AFDA8hB43dc+tHlZ/JBwaf+hzhpl+sW63ExhWDT5URAaWfjzt7htIYvJZNPgiEExV+CdyBZuUBWT6z4wAv9HdfZ73pGNh5Fl0U0UeEex+ABw7sFBGXb5yVfG5y0YneXJb0IL0F0SqGLv/xS8B+lq0jyYQgf5URJnqL4gztvlRzgQi5KJ0Ax+yZrMr4J1RRy7gc4LsAACFhtNxGwg93A4nIKCgtu3b3M4Taf/dFssUFZW5oyJ+BDytWWzT68YGnHvVE4QhttejXmq2V0eDgIINHUdcL3aOGY7i8VatWqVTqdDUdR1WcSDCA0NXbNmzeN7eVD39t5Gqy0eKBJoTAwRh9V8U4ouRte8zCmVgaJ5GLTOeYaj6Cx6sMV9hFy91eot6LjIfN2FHmz0jsTpE+507+8AWvfaL2KxaHSURX/kx4D2UBny8/PPnz+fmZl57949ZzZQNxAEaZyrwirXsGidM/MWbo88l1ZBZzl8++mMakb2Pr9Ye18LWArp90aZzo45sBY5xVeGjylNfqnyj8MBExusDfEdM6Xy5EGnykBnc4NnLshY/booMs7n5h0pW8hA0SAmdxBX/FrlnSg2P89qeE4c2OQUYzJP+m5NdilmVjuwEAa3BDNmWXRx7AbT7+fE2r/H5z/9AIkBAAa8WXwydaADR2goAQABKQ3ia2J1jOBpCpbYRmPhRftkPD8ryiAS3yyx6egoE6excQCwRxCRofXZGckFAnQ6fe3atQiCcDicyMgG+gjZoPFigZac9pvqvBBP0+DQWiYdvyRPf3yVQchmijgsL14HTQMKhS31jEAQpE1mlal7e2+j1RYXsJgCFrP5dhRdj655mVMqA0XzGC1WKTws6BFFD6MHW1zEZiUFyjp7FF2RHmz0jiQsrD6nQE1NjdVqdYZpaFda9yrCBiJYKu6wwz2Iy5cvf/vtt03mMgQAFEX9/PxiYmJGjBjB4/HeeusttwY2hYZL75ynKyYwR2Fj887dzbio4gA7zhzJQJjnWKcDh9SlDNVwRHaLjlZ6o9Trm6OcpzZow2Jc9/WIiPWIiAWAfm//BwBwG8aRBfR/7wurWnHFNsjr6tcBDA4AzPPwmyrw0TgwGZ1NBlz4l0+9MMFE0HV+cQAgpTM3B/SrtlkkdCYXoT3p4ctqmItBybA9NeDu1CF50gdIDABAQwlfD2OxQhju04TPCJ3ryN3px/O32owo4UD4gfX9MIT3F8KUyQOWxo1027HZGKgPWizwEMb6Jr2W5vF7RkKJUrBj5IwW7vUQmDRatLdn8+26LdS9vbdBWbwX0jWNTqkMFM3TNWOKULQflMV7IZTR24SIiPoQcTiO5+XlJSQkPE5vtbW1165dI8sTJkxoW82i0y1OEMRnn322d+9eZ01UVFS/fv0CAgJkMpmXl5e3t7dUKnUGd3CeCldsSi2D2WlPMmxg9cMGkGUrWM8y/xjwfJlXVH1IDgbHETel2je6Dnb+Lf2VQ5jHA/VNlEbP2/ZFyMwFbN9AqLhZbFInSOqzePBQGg9tesWBExogpCoBAJxG6R5f71sQ2ac21LvpJSdOon01d6skTaoMKBNPeL3UpqchKNB5jsYNjBijTMNM8Rvy8EM8nPXr18+fP9/b2z1MularRVE0Ozu7T58+3t7e3mzx7Vm/Hqu4kjgwMlFS7yKRmppaW1s7YsQIV6eJtLS0GzducDgcDMNmz57t4+MDvZJOv9IpOhjK4r2Qrml0SmWgaJ5KhSYqqKXhvih6AJTFeyGU0dsEb29vkUhUV1cHABcuXHhMleG3337bvn07AHh5eU2fPr1thvgnnW7xjRs3OiWG6dOnv/DCCy1JkOkGbrGiaCt9K04blNkWPZdGm+vhJ0Qf+DhUabOgAL6M++tEym1mAAhkNHj5L6TfCxhU55QYnHiGmsOGyVXnN+VNX/3AoaBo4spPay6dKrl6Pchm/tovrq3cRdKFhuMy5ZK45tfv9A9WbDyVoNRzpAJzkw0Ygib0BZJLeX1eiJzOZzSjhjyEmpoaX1/fEydOPPPMMwaDAUXR8vLysLAwOp1+/fp1BEGGDRtGqmxarVZbo3w6JMV194qKikWLFu3YscNVZVCr1SkpKZGRkRiGbd269ZVXXmn18Lo1nX6lU3QwlMV7IV3T6F0xVgRFVyPE92HJtyl6HpTFeyGU0duK5ORksnDu3LnH7MrZw4gRIx6zq8Z0rsVLS0t/+OEHsvzOO+988MEHrZAYAAC32loXHu+yUa1x2F6V9pkl9P1GWfSwoWKmqobZE7gojdvIZUBOrw4Yommyh+AklTjv7MPHQ2Nz/MdPV4VMfJrn3bjzVvNBdNGQmHIm/YECgRM2wzEisvronWCCeDSJo1LDzyyXvN/vpdaOEQDgxIkT06dP1+l0BEGkpqb+9ttvVqt127ZtAKDT6dRq9dmzZ2trawsKCn766SeLxfLJJ59kZWU5dydr5syZ49ZtQUFBZmbm77//7pp7srdB3dt7G5TFeyFd0+jdW2UQCfmD4qPCg/06eyA9nPyyms4eAkWHQlm8F0IZva2YOHEiWSgqKrpx40ar+0lPTy8sLCTLkyZNaoORNaRzLX706FEcxwFg8ODBTz75ZEt2IT1E3CDs9gfFicCB2C1TTBh6y/uJS9yUi8HjLy/ql3NDYKjvDbf50JkAIKExnhL5k5X7tFXb1GU/1VXgAFkW3X5t1d66SgDItRp2qMs2KItq7FYAqHPY6hw2HOAHTfl2del2dSlOEFbczhY1nbCT42FDDYZmv6Bcaaotr3tR9zDJ45GoYFkvinSJfeQtbD80tBZFieNZzSd6cKIzM3+5Ho4gdCGj9SF1yeVFWVlZCILcvHkTAKZNm5aQkEA6LwQHB0dH10ejOHfu3NKlS/v16zd+/Hjn7mfOnImIiPDy8rLZbFeuXHHtGcMwDMNYLFZxcXGrh9fdoe7tvQ3K4r2Qrmn07q0yhPjLls+fOWnU4M4eSA8nLrSN8zlRdHEoi/dCKKO3FYMGDfL0rA8mt3nz5lb3Q66VAIDQ0NCkpKQ2GFlDOtfiOTk5ZMH1dfHhVFRUNK5E6PTGiScAoIqFDRp14/2hdzzG3np20s3Xp96YnnKrZuytiSNuLo/LtyPEBL53pkX/sTx/d12FlMYEgDMGpR+D/aIkKIEtPK6vrbVbVQ7bPJE/AFTYzM9LghZLgr9TlwKAymFTOWy5Fn0Cx+MFSbCMzr6HGVk0urmO0eTIzXUMQtBMXC4r5jh1LP9TxU0e0bRU0Qp+9JfH+qnpKN7C9ghCzB1YUKbmH7oZ6sCb92ioruNtvxg7MrzaT2g7XpnW6nGmpaWNHDlSJBKNHz8+LS0NAB6Ub4LBYFitVgAwme6vTLlz587kyZOXLFny/fffq1QNsmPExsYmJSVNnTrVaDS2enjdHere3tt4HIs7cCrRd7eka17m3VtloOgYbt3ruJRsFF0ByuK9kF5odByzGfJKNVfvKs/c0GbkWatVze/TAlAUXbJkCVm+detWampqKzo5cuSIM9jhwoUL22RgbnSuxfV6PVnw8vJq4S4nTpxoXImyGKRPhCsqhn348BvS/oULnrjV118tYGNMukPKtwwNr14yKeNcbMlziTl0BFnuGfKud+RAjvj92jwC4JZZW2A1/qApv2nW1jlsAJDEEZEdjuJ5AgAHpTHh/rt3CJN716zbrim7bFKbcYe3zbfiqqjJkZeke6oixjzkq1ks9mP/y5mtKFqgL23h2WgJ//OThwUqAKDyjOT6v8JKUx/oUpv/g9/1f4Wps/gshuP5kTk2B7rlXN+CWo8HtbfaaH9kB/x4JWpSfOng0NoQn7IjlWcB4NixY//9738fdZzXrl2bNGlSZGRkZGQknU53UwR4PF5aWhqpJU2ePHnLli1Hjhy5ePEiiqJVVVWXL18eMmTI999/f+zYMTabnZeX5/p7OHz48M6dO7ds2RISEkI2ftSx9QB64b29l9NqixertekVNUbM1rbjoegAuuZlTkV/pGie/pHBnT0Eig6lB1tcYTQVqeo8udxwadPvA72WHmx0N7Q386t+OqY8lmYoqeKI+AwmncZk2CyYxWB2OAjPITHes8b4zXuCIWlpWvvGzJkzZ9++fQUFBQCwZs2a4ODgvn37tnz3/Pz8Tz/9lCwnJCRMmTKl1SN5CAKJMKtGGevjibZpZsoW4uFR/war0TQdy8CNY8eOkefTDZTNwh3uk28vJ+QFRVQPi6xs3J5Fd8wemb3LzFhxDVYhYd50ViSL50dnmQmHhM6cKPD2obMMuL0MM1fbLfQ/z0y1zUoW7HD/WN9ryp708POms1L1tQAQZo84d63cu6/eO7rBS7KygHvvklfusmUPmtUpq9Sf/6NggeLex8rbLTkVLcSOEDc55tGeBgDQl7Jrr3poC7hBk5RIo3HY9LSCX3wIB+o/VgMADBo+N6kgr0Z8/G7QH9lEtK8mSKoXsGwshkNvYWiMrPxa0b1aUbSv5qWxWQI2BgAhXrrTt9IAoKioyDVcQgt5/fXXneWlS5c6y4sWLQKA6OjogIAAPp8PAPfu3XvmmWd4PJ5Wq/X39/f29vbz8wOA+Ph4q9U6depU126nTJnidu2IxeLCwkJnulkAkMvlVptdBXQfAddX2CBIu9VqNZlMYvGjZXs1m81ms1kikTzSXu1K77m3U5C02uImzEYQhMVm5zGbdsui6LJ0zcucUhkomic9rzgpqk9nj4Ki4+jBFteYrAQBdZYH5o3vtfRgozupu5ad88aX5oKKAD9xnL9AFDfAbUk/ZrWrlLqar3fnvrs5aMnM8HcWMUStyQ6Foujbb7+9bNkyHMcxDPv73/++du3agQMHtmTfnJycFStWkNO5XC73vffee1DcgcdEaTQDAGZ3sBmd8CQQHh5+4cIFAPjjjz9mzpz58MaZmZlr165tchPDy8OW32CJQTHHclKqXt73gRM7dBQfO6DweDWb93vREK5Y48B4NDoXoU0X+GxWl8SwBLlWwwuSoGqXiI93LFqMcCjs2EDOfXUyisU/oK0W0RilNnMlzZLICR6EDb2+A/wHawKGabhiu1lDr7juUXbF8wb36R2Hq6OisOAwT6mEy2HTHDhhNNpKK3Uld2usav3mmhvTTVUtOW8tp5hj8aARzriPHmFmi4Kpui2Q9te7taw6LxFHm+rucV0ro2SaSB9NhZqfWyO+kOentzKsNpqAbfPgYmFe2idiK0h9gcRbYCrVq+2446WXHisG5IMgJQYACAwMPHjwII7jMpnMNecll8vlcrkP2Ps+BQUFf/vb3/bv3+9UAf7zn/94+fqNnTdfY7a6qQylpaV37txpYdAQJwqFoqSkxBkCtivQG+7tFK5QFu+FdE2jUyoDRfN0wR8uRbvSgy1OEC1dotzb6MFGBwBMpc1aulZz/mZkhE/AmNgHvbYzWXRff4mvv8QSJctPvXB2x+9Ra14KWjqrFUfs37//3//+93Xr1gGAWq1++eWXX3zxxeeff57JZD5wkBj2yy+/bN68GcMwAKDRaJ988kloaGgrjt4SUATBm4po0DFMmjRp586dBEFcvnx579698+bNa7KZ3W7fu3fvxo0bMQyTyWQ1NTXQcE0+00uC2RuoDKlSTZSsjkF72JUe4qX7n6d9SUgoy0DwUTqZxlJCZ67yjqxz2GZ5+KIAMn79Uo7hPMlwnsSA25kIykRQABj8p9YwhCuhIwgLQa0EDgBiEI/GxhVevZeRXm1xYCwaw8chG2OLnGRVvKg/tlsVfCAn5ATCNhMoDoQUcQy3KlfXlcwwVjGg7e9LxRyrhGt1fkRohN9YdflJz8YqQ8Upz6CJSjeVAQAIO+JDtwTGVADazO+EhhJCNq3KpAjiyxpvdTgcBoPB6b3ihtVqNZvNQqGwJblC2Gz2X//612abPYTRo0cfPXp0wYIFACCXy0Wi+7KR2WzOzMwUCARuCSnc6qurq3196zPG1dTUyGSyqqqq0tLSqKgoiUTi4+Pj/KYP6rCD6dn3dorGUBbvhXRNo1NxGSiaJ7OwvLOHQNGhUBbvhfRgo+uziy8mPc8pLh0zNjYw2KslngFsNjMhLmDY4NCSD7dlvrAGb9U61aeffvqNN94g351wHN+6deuMGTM2bdp08+ZN15Xndrs9Kytry5YtM2fO/Oqrr0iJgc/nf/rpp8OGDWvFcVtIJ0oMABAWFjZ37lyy/Omnn/7jH/+4ceMG+d0BwGAwZGRkbNq0afbs2V988QWGYcnJyV9++SW5NSMjQ6vVmkym4uJiprcYaxinME9gEEncX6TdQABkHKyYa/ajs0mJwYmIxmjywYiP0pmNFhvwUBoLQQGA9ecmFrBibXFjLSmTbVPHWSb0tSWwgQ0AfezGd+uyrxenKor2K0v2m4p/Kys6uKfy4pPGivaQGABAR7ezGiawDExR1VwS280NvoWpmqUt4PgmN1i3YlEw01eHHZvd/4+Fccee7Hf320DchgCAtY5+4dUY+fUGi4lurwvJ+iaQTSN0NuOBAwc+//xz5yalUrlq1apRo0ZNmzZt5MiR//73v9VqtXPr3bt3Fy9enJycPGPGjHHjxq1bt85sNrfhGWiS8PDw/Px8snz06FFn9haT0fjxxx8jCJKXl7dr1y5ne4PB4Fb/66+/yuVy8tvt3bs3Ozv7p59+YjKZX331FSk3nDp1qskdO4sefG+naBLK4r2Qrml0ypeBonliQ6hcob0LyuK9kJ5qdOWZGzefWhUb5esf8MgrpfkCzoih4bcu3Uob98qQ41/TeOxH7WH+/Pl9+vRZvXq1QqEAAKVSuX37djJ5hEAg4HA4FotFp9O57RUXF7dmzZqAgPYNGd25vgwA8MYbbygUirNnzwLA6dOnT58+jaIol8u1Wq02231Zh8lkLly4cMmSJQiCeHl5KRQKlUqVkpJCEMTUqVNfGTGl2oK5dksjmpt5BwAAAoBGdEJACgBgd4hHlQ0h0IbZJYRhJq6vtfqCOHDC/UCnFac8ZcPq6Nz7eoRNR7/0RpS0vz5l922GwGGsZN36POTmf0IH/rOQJbKHzJDf/iJkzH+zGUI7AJSmSuXXhaO/zcnIDLQ6bFqtlnwDBwCdTvfCCy8MGTIkNTVVJBKVlZWtWbPm73//+/bt22k0WnZ29tKlSxcsWLBhwwYOh1NWVrZ27do33njjm2++aYlTw+MQGRmZl5cXFRVVWVmZkpJS/60xbOnSpYGBgUql8uuvv3Y2tlqtbvXTpk07cuTI888/n5qaOmXKlIqKColE0r9//7CwMKdM1uSOnUVPvbdTPAjK4r2Qrmn0buPLcPDUpXfWfXc7t7CzB9IbuVde29lDoOhQKIv3Qnqk0Q35ZTf/+t7AfoGtkBhIaHR04IBgvlpza8H70Kp38mHDhv32229Lly51Cwin1+vlcrmbxJCQkLB+/fqdO3e2t8QAne3LAAAMBuOzzz5buXKlVFqf+wDHcYPB4JQYmEzmpEmT9u3bt2zZMhRFEQR55513GAwG2ZIgCBqNxo8KMtaZXLuN0vPqlM1E7iQIqDEzw0yPLBt1I/h2ms1Oc6sMeEJVcdLTtabilCQwRe1ak/ejLy/A0u+NEobAAQA8f+vgDwuUtwXqLD4ABE5QSRP1mV8HAYCxgp29JaD/ymKmyGaxI0Imz7WfHTt2SKXSd999l1yVEBQU9MUXX5SVld24cQMA1q1bN3369OXLl3M4HHLrunXrcnJySEeAdmXy5Mmpqam5ubnR0dEu1cTevXs3bdp04sQJV5mDINzrQ0NDi4uLAaCwsDA8PHz06NEymWzt2rVbt24lf5wP2rGz6PR7+/r1653aU5Ncvny5hVFgKVpCp1ucouPpmkbvNr4MEpFAoalb//1vgxOiF0wfL+Tzmt+Hoo0Iknk234iiB0FZvBcSJPMsKyuj0+lkzHZXrFZrbm5ufHw8iqIlJSVcLtc17lqXxabRp099IzrcSyJtfbYIkrj4gLRrefnvb4n8cFkrdudyuUuXLn3++eczMjKuXbtWVFRUXV1tNBoJghAKhSKRyMfHZ8CAAUOGDHmkE/v666+7BudvCevXr3eWr5ZWucoM3t7e6enp7Xe4JkEQZO7cuXPmzElPT8/KyqqqqjKZTEwm08fHJzo6OikpSSAQuLZPTk4+cuRIbm6uTqcLDAyMiYlBADCL1W7H6fT6F7mpSvHKWtE4O81tvYArBQpRgIUVYGU90td5JHJ4ZgzF++l5AJBm0tww13EQFCOI2R6+PvSmj3vZpI5hCcS0h0V3L8KMNoKIYjUflNTbxjBa3YOABIxT5273N9UwuTIMADR3+Q4r6jXQReoioOqspP9bJa57MfgOn8Fa+XUPSZwBABJeKzu/PKb8uLTksFfYXLk0UQ8AWjPuxW6QuOf48eOvvvqqa+xSPp+/detWgUCgUqlu37797rvvurbncrkTJ048e/bshAkTmv12j4NEIqmrqzt69OjixYudGVVPH019evbs0NBQi8Xyr3/9y9n4wIEDsxvV9+vX75dffiGjLVy6dGnQoEFTp07Nz8/ft2/f6NGjH7Jjp9CRf9DztKUmu6W/Z5SzpqamxtfX98SJE88884zRaEQQxGKxMJlMLpeLoqheryd/D2azWaFQBAYGkqqTXC5XKBQxMTGdK9B0U6hHuF5I1zR6t1EZkpMSwgL9dh44fi0z9+69knmTx4xKSuiM9Fu9kRq1NsyvG7xUULQVlMV7ITVq7bVLl/7444/vvvvObdOJEyd++umnPXv2AMCmTZvi4+OfffbZZjuUy+UWiyUoKKhdhtsC8t7dJGWjgUFej98ViqJJ/UPOb94v+8t4YUJ46zphMBhDhgwZMmTI44+nh4Gi6ODBgwcPHtySxhKJZPjw4a41vABvo8HsIaqfewi0sGbKPc/dDp4wsKjJHjA77eyN0M3ZrbRjS1gdUbIxrJyG4DMrZd9mRqntWArfO5LFwwh8q7r0Fc8+ACC3WxV2LIYtMOMOBMCCO1R2zMx0KKzWQAaHg9Jc26AAOodNbsdMhMNG4ACgtmMqBxbG5JGJSAsxIxNBAxkc5xgijZwaK50AcH1QYkls0v76yj88IxZUA0DFKU//cWrX4I7WOgampZef8qy62EAy0BVzcEd9TzSOY8C7RRdfjxbHGCLmVwGA3sLkMJgi5n1JiHTViYiIcDsz4eHhAJCRkYGiaEhIiNvW4ODg1NTU1pzxR2TEiBFnz54VCAROlSG2X+KPP/4YHh6u0+mMRmNZWX2OkkGDBrnVBwUFTZw4cc6cOb/++isAhIaGfvnllwkJCffu3Xvqqaech2hyxw74ao3psD/on2Tu+Dx7G9w4ZzIAACAASURBVB0lJvuN2z7yQ7LyxIkTc+fOJUO9Hjt2rLKycs6cOadOnZo8ebJAIPjtt9/IfKW//vrrmDFjNm/e/OKLL5aWlubk5MTExGzdunXZstYIu70c6hGuF9I1jd5tVAYA8PeRvrtswblrt349dm7H/mOXb95dNGeiTNqFkhL3VCQCynOkd0FZvBciEfAmTJhAura6zaifPHly4sSJZHnp0qXOrHIP5+zZswUFBW7TlR2G8V551d5TY0a3WWh3JoseEe6d88b6Iac2tlWfnQyCtG4NSFeDHx1iVNQ6VQYA2JAVmSTSnWPZk/uWuc1GmKz0g5dip5b5zlC048PDlyGVLzxxm82wf3kk6cu7EQBQgBksuKMAM8SyBACQadblWPUxLMFWVYmUzqq0med4+ALAr3VVY/jSzaqSFyXBpZjJ2Way0Od3bc1wnmS/rnqmUJZh1uZZ9VEswX/VJS979jmsq+GhNCPuKMJMo3n1M1piO13soKn0HKmgQUjFwBRV7k6/iAXVuA2puiAe9mme61bCjgCApK+B6dEgc4fXAD3b837QAbOcidIJrI6B21AaC69Q8/t7NlBt7HY7ADwoowpBEOQSGLd6Go2G4+0YtCI+Pj4+Ph4AJkyYQHpM+Pn5LV6+vFBZF9U3bvLwIRiGCYVCDMPodDqKopGRkQAQHR3tWk+OMzk5mcwl4efnt2bNGpVKNW/ePBqNBgDkXomJiY137BQ67A/6uru7FoxI53NsXx4l1g9ZKWTwcBzPy8vLyspCEOTmzZsAMGfOnCaXg02dOjU8PFwsFp8/f378+PE2my0/P5/MKUPxqFCPcL2Qrmn07qQyAACCwJghiQP6Rvz8++mrt3P++dWOGWOHTxk9hEajXKraEbMVE3fJny9FO0FZvBditmJ+Us8BAwacOnVq/vz5znqdTnf9+vWVK1eSH8mpSDccDkeT7wyNIQiCfMFociuO4w/xj2281W63P+jZPfftjWGhPkxWW/6NCwr2KjqfqzxzQzp2YBt222l0uMSgVCpfffVV1/ntFStWOIMytJqfkaolhgZJQIR22uVLA560MndUeiZGVwRJDBymXWtmFlSLb97zfbksYE1uyGMe9OEEW5l3yqUcpk3koLFxFAAwHMcAZ6G0Ysw4FqThbJ4N8HzMUGO3SumsOR6+AQzOTbN2qsAnnMUTo/TzRuV4gZezzR96xWLPYCaC6nE7AKQZ1culfQAgz6rXOuxSGvO2RTuaJ41suJJivFJUKBe5qQyy4XWZXwVp7vItagbHCxOGNtjKFNkQOiEMNZGLI5y4Bqw01zJvrw8evLqgaL/33c2BCa+Xliq9n/If59rew8ODzWZXVFQEBwe71qenp9NoNF9fX7vdXlNT47Y+q6yszN/f/5FPdxvBZrPZbDYAMBkM+fGrNXtPaa5kYao6QIDtLZGMT/KdlyIZHl9YWLht27bFixc7d6TRaE2udbrf4YPz13YAHfYHvY9AllXpJWBb+Aw2j84BgLS0tJEjR4pEovHjx586dcrHx4cUqVEUJcOvOAPTWK1WAHA4HHQ6/cCBA3379p01a9bDozlQPIhWW5yGos7/KboXXfO5vZupDCRCPu+lv04fOTD+h0Mn9p+8kHY7u0+Ab+NmAh5n7sTRlADx+LTk5YGiJ9GDLU6+piI9YQa3jSGNPnHixEOHDrmqDGfOnImOjna+DHz77bdRUVFjx44lP6alpW3YsEGhUDgcjkGDBr311luenp4AsGHDhqNHj1qt1qysrPfee2/Pnj2zZs06fvz42bNnzWZzRETEqlWrQkNDnUfZv3//7t27DQaD3W5PSEh4++23nU/ty5cvf+WVV7799tuCggKLxTJjxowVK1Z89913Bw8etFgsXl5eH330kZv2Ya1WKc/cSEyJb+NThCJhwZ6l63/pISoDggBBdOTFjuN4RETEhx9+2Lbd2vgsld7oVim1Mc5d6X9Eqt5R7XVUqK9DcZmd/oTcc1OpX7SR27YDaMy+9Pg3LSwziqfejSDvNrFsYSSLBwAblEUAcEBb3ZclmCX0ldusAMD/M5umlcABwAFARxDXNggCDoIABGwEAQAogpBLITCCYKBIAJMzkCu6btLs11bNE91/S3+6Qra80GdIWLXr2FAm7pusKT/padXQA55QQUNQBuEZb6j4Q9JAZSDg7OK+fWbLQ6YrCDuSsTY0eIrSs59eEGI+uzRWOkCSa/KcPWhsg35QNCkp6ffffx8xYoSzEsfxjz76aNmyZf379w8NDT106NDLL7/s3Gq1Wo8fP/7aa6+1+rS3DhQQAED/vA7qrmXfWfoxaHQB3sKQPmJWtDcAmM1W5YX023tPcWND+3779po1a7pRvIAOu8b3jF73f9c/1esNqSlv0hAUAK5du7ZixQpyAGfPnnVm8E1MTNy9e7e/v395eX36vdOnT5eWlt65c+fVV189c+ZMcXFxUVFRSUmJUql8fCGyR0EQdp2R7vEwj8JWWzzU08Ng5Yo47RiwhqKd6JrP7d1SZSCJiwiZnDxk18HjVXJVldz9LyUAoCj6xPCBnqLHjftFwaC7x6mm6Nn0YIsHiYR2HJd1PcW30yGNPm7cuE8//bS6utrXt166PXHihHO5BADU1NTIZDKyfPPmzdWrV69evTopKclut+/YsePVV1/94Ycf6HT6smXLJBJJUVHR//3f/7HZ7LKysg8++OBvf/vbO++8AwA///zzihUrDhw4QHoi/P777/v27duwYYNMJsNxfOvWrR988MHmzZvJoxQUFHzyyScrV66MjY3V6XRLly595ZVXIiMjDx48yGQy9+7du27dOmdjkuoDZ2X+kvaQmP0CJNknbzjMVlr3fw7z4bA5bCarC1zsmZmZe/bsYbPZQUFBixYtKi8vLygoIJWsmzdv0un0+Pj406dPX7lyhdQp/vrXv+bk5OzYsYPP50dHRzOlIp28yGHHL1k0x/S1DAQdyBXNEMpq7FZroTUyi/YPYfRgrrgjv1G4iX3wWoJrzWFdtZTOxAgihMkFAA+UUYyZijBjic1Mc3k6PG1QlNpMdyy6Vz1DzxiUzjbP8gM2qUqi2fzbZu1Egfd4vnSrulRGZ9ERhIvQSjHTRaOKjaAeDSNHPqEWm4zsGq27qhLwhOraP8MJB5LwelnjwUc+U5W2MlLYxxIyXQ4IOKxoztYABAUy/2XuDn/cAVHPVgEA08Oe+GZp+trQvi8FhvDdJ3sWL168ePHi77///rnnnkMQBMOwdevWMZnMcePGAcBrr722cuXK0NBQ8vZiMpk+/PBDHx+fyZMnt/astxIxlx0oEog4bACo/Pl49oov+kb7+sU0iCjBYjNEYn5YuKykWH5lxJIBe9d6ju7fweNsNR32B72PwG//uAYBX13jxS5dutRZDg8PDwoKcjgcs2bNAoDp06cDgE6nmzJlCgBMmzZNr9fzeLwZM2aQi1AoAECTlnXv/f8qL91BGXQAkE0fGfnhMm5IE5OsrbY4k0aTcKkT3i3pms/t3VVlqFGqdx08mVNYyudynpoyNjKkCRc7Nosl5Lf7lEVvQG+ySD0Ezbej6Cn0YIuz6LQY764YibfTIY0uFAqHDh168uTJ5557DgDq6upIKaHJXb766qs333wzKSkJAOh0+pIlS9LT08+cOZOSksJkMhkMBo1G43Lrb8IpKSnO0PHz58/fsWNHWVkZ6c5w7dq1l156iRQvUBRdsGDBjh07XA80Z84cMpy7UChMSUn5/fffN23aRCr3s2fP/uKLL4iGc/Kq42kyUbvc/OkMutDLQ3P5jnR8Unv035EQdruPoEPfvQGgtLR07969ZFkmkyUnJ2s0mu+///6TTz6h0+nbtm07f/68VCqtqKgg2ygUCiaTqVarz5079+9//xsAPvroo7Kyso0bN3722WdcLvf3338vKSsVxva5qVCcRjUf+cYiAFvVpZeNah8G6+e6ik3+Cd4PyOnQ5mAofshLfV6qMTLskTr+kzXSCBMHAKYIfaaAj2vLaUIfvcPOQ2kzhL60P3+704UyANDh9ikCn8Zt+rIERtwxVVDfTxiLb8EdXJQGAKN4nhYCBwA20kBZoxHwdkHwTm9tNGhd6z3jDEwPuyDQyhI3WGlCIokzDHi3KGtjUMEeGUtiM1ayRJGmIWsKaCxcft2j5Ig0eVMOQq/3B/NK0hkiGbFHCfwp9wVNcXFx69at+/jjj3fv3u3l5VVeXh4bG/PPl56pOL3HZtT5C8Rvv7L466+//uabb0QiUUlJyYABAzZu3OiaDLJdMSurcvZ8qCm4xeQLA5Lnc1OeVZy4mrPii2FDwvgCTpO7ICjSJ8xHKORk/OWdoWc3C2L7dMxQH5Ou+Qe98SoSofD+pCCZXKYbOYy0N2VbDua/9210hGzg1P40GopZ7WXZ+ZeGvDBw/yeSEQlujbumxSnala5p9O6nMtjtjiPn0n4/m2a3O4Ymxs6fNk7Ao6SE9sWL8gfpZVAW74U4jT5x4sQff/yRVBlOnz6dmJhILoJwQy6XFxQUjBw50uG4ny8wKSnp5s2bKSkpjdsPHNhglYFUKjWZTGTZqWJYLJbKysrz58+ToeOc9O9/f9qQw+HEx8c7NQUGg4GiqMlk4vHu+6fobhdEx7vn42wrRDymLrOgB6gMbpf5xYsXR44c2bquSLfnwMDAZlt6eHjExMSQZfJF4sKFC9OnTye9WhYtWoRhWHFxsdteYrF41apV+fn5JSUlBQUFJ06cGDduHClgTZ06df/+/dLJw347/OtfgoLJn8VcD79vVMVPi/yHcyUdJjFc99A/OfAuX2QIDJYzaHh+He+TcumzFbIvssPpRBO+rAIaHQAav0UJUXqTbRAEIT+SoACkxEDipi84WVrh+3ltGXta5chFVfdrERj/fZZby8mHbjrLsuF1PkPr9CUcu5HOlmJcXytZ7z1IO/ngLde9Mkp8xLMj9035gfxI5gtwMmLEiP/973/FxcV1Go0197z+wg91f1yEgDoGx6yv5vMKhW9EefDHvMwMjAkMDGyhY3xaWpq/v3+TPzatVouiqGv206tXr/bp06dx0ASLRn7hn9NDkyuixmisenpOapmu+K78/TtJ/YMfJDE48fQSxkTIMv7ybnLmT0h3WJNL/UHv7tSl5+St2jxieASXW383Y7Lo4ZG+IhHvxpNvj8n9lSG6v4CiqqrKqNWDb31ypfPnzycnJ7t12PI7dnp6OjmR4CQ3NxfDsIQEd2nDjcrKShRFnU6RrsM7evSo8+PChQs7MTBqT6JrXubdzLQ5haW7Dp6sUaqlYo/nZk2Ij+weQnJ3p0Khjg5qwimLoqdCWbwX4jR6cnLymjVrKioqAgICTp48OWnSpCbbKxQKu93+zDPPuNW7ZRl0QkZBc4IgCPFn9EGVSrVt27a0tDQcx2UyWePHFzKDupPGSS5c49ITOG6Wq7nc9vrrwGUx9Lkl7dR5R+J2mZ85c6bVKoPTY6VZRCIRGeTfidFodK7BodFobra22WxMJrO8vPzrr79OTk728/MbOHCgyWRyPh8jCMLlcj3HJul//Znz51s3G0EtuAMA3FYQtB93+KaJg25PGpofKatzVo7qW3bocsxiumPn7eiOGUZjuA50052olzjYopRbTLqj+R3+BEHBLTBkY+qMrIt5YRen/PshbVAUDfaXyfeuQrBbw5cXC3yciSpUAKDI42Ye+Nh30F+liataODC1Wi2R3M8PIpfLFQpFTEwMiqLXr19HEGTQoEHkrLhOp4uPj2exWG7NACD/wBfBQyvDx8oBgCe1DVmcf2rN/7wDosSeLZoMDAjyLK8prPzpWMBzU1o47E6E+oPe3SlYvS0yzNspMTiRegu9a/hl/z0Q9vb93NIVFRXZhSVxMVHkx9OnTzdWGcg7dllZ2d27dx++RunKlStuKsOpU6dMJlOzKkNpaSmLxWqsMlRUVPj4+JDLpgCAkhjaiq55mXcb6xqM5t1HTl++eRdFkQkjk+akjGIxO+jpgSLMrw0SzlN0IyiL90KcRudwOKNGjTp58uTMmTMzMzM/+eSTJttLJBIyLMJjHtfhcLz00ktPPPHEzz//TCoRdrt9+/btre/QaEEZNARtr0hIDCbNrtE9vI3bdE1KSgqdTncNp3/69Ons7Gwulzt37lxXP2Hn7gDgFn7/ITSebmoJTV7mOI7/9NNPZPj3RYsWXbt2ra6urrq62sPDg8PhVFdXh4SEjBs3zq1ZXV0dAHh6eu7fv1+tVuM4/vzzzzMYDLdmTQ4jNjb2/PnzgwcPBoDLly9XVVUNHjyY7BAAbt++PXz48PPnzz/11FODBg0CgH379o0bNy49PZ1cz19aWlpVVSUe0tdb67isVYZ6BQHAFZOmH9vjUU/I47A4MXtU/2JXiQEAWAzH7JHZ242sc2W+ozXtOx4Mxa8JDXcExmyhoYxv1tLsdhrOsqNCOyNCx4tQeRy5HjFrWG4bXhV2HD2U3u9f/Zf3FYc+pBlB4BkbXubw0votLG3sb+EVZUpekZu25ed7h8URM1951DFkZmbm5OTExMRs3bp12bJlOp3O4XDs3r17yZIlALBnz56AgIDExESlUunaDAC0RRlxM+6vIqGzcIm/0UP5CAubQwM9i7871C1UBuoPendHdel2wgOyMvt6CYuPXXFVGQDAW+Qult26dausrKyuro4giAULFpA32KtXr969e3fgwIHe3t779u3TarVsNvvpp59GUXT//v0qlUooFBINUxHJ5XKJRCIWi8l5CADIysrKz8+32+1z5851u9vn5uZmZmYaDIa//OX/2Tvv+Kiq7IGf96b3nknvySSkAoFQEqr0gDRRbIs0y7JrV1bX1VWx/QTburgiCgoWROldKdISICEQ0kmbSZkk03t/vz8eDpPJpBIgZb4fPnwm9517Xzn3vXffufecc5/blAwAZDLZ0zCdm5vr8y1zCxdsKNI/b/MBY2XATQzhQQGPLZwZGRrYdQU/fUdpXVNqTNcLq/wMGvwaH4J4Kn3mzJlffPEFk8nMzMxs/w2MIxaLURQtKSnBIybgbN26NSQk5J577un+fqVSqUKhwIf+OG6f/N6BOV23NdgygiCY3dG5jNd0zbVr18DDanDu3Dm1Wr1mzRqVSvX555/jETG9qkNPrAztp5u6g8/bvKysLDU1NS0t7eDBg5WVlVKpVCQSPfbYY2+99db8+fNnzZq1YcOGKVOmeIlptVoAaGxs5PF4CxcuLCkpOX/+/IQJE7zEeDzelStXXnvtNffuHnvssbS0tOPHj7/77rt8Ph+PEkomk1taWjZu3GgymdRqNQBkZWV9/PHHxcXFKpWKwWCUlZUFBAT8+9//DgoK0mq1UVFRKIU0edKUX0vPbEDsREA0TvsrAfF1dlNPr0nvuE63VDHNM8Nb228iEVwjEmT/k4tuk5XBQHDtClB8E9VwgWEMpDpEAh2HZ2BTbWEkJ4JgLhdicRALjGSjknNdxTh0JXJ2Wm2f7NflQvZcSh0rmPz3YUs7l2w4t9+qzs/4q7QDlw4g0ZyjllWeXP9F8JgchjjCt1AHxMbG2u32iooKuVwOABEREWQy2el0XrhwAcOwsWPH4ivDvcQAgMoXm9UkXrjF3ZRJSY6l9mDJsTCAffnwlc4DwTptFlV5vkXTyo1KYoXGdSR2u/G/0Ac2GOYwWUlk399rZArR3qL3KmxUaLxLGhsdDsejjz56/vz5vLw8PPrJuHHjWCxWQEDAiRMngoODFy9eXFRUdOTIEbFYjCDIqlWrGhsbvaIyHTx4MCcnB0XRnTt34uE8m5ublUrlqlWrSkpKPJ/2AFBfX//yyy+bzeb169f/85//dDdy+PDh8vJyAIiJiZk9e3ZHb5lbvW5DjP55mw8YK8P0rIzEmPBxw5P8wWDuPCnRoXf7EPzcUfwaH4J4Kn3s2LFvvPHG9u3bn3rqqY7kURRdsmTJe++998knn/B4PAC4cOHC9u3bv/vuhoc2gUDApzU6JyAgwGq11tXVRUREAIBCoVi3bh0AuFzeweS6CZFJc1i73m+vcdgdxHYzRe3xmq7xRKPRiMViAODz+ffffz+0W0GAi+3btw8PvV5YWCgQCEJCQjxl2k83uVyuH3/80WQy0Wg0PAsDPsW0ZMkSn4eBa9xms3mGYYuMjNy9e3d+fn51dTVu5sCtSFwuF4+ngAu3FwOAy5cvP/HEE+4q7cUkEsnevXvbH8mzzz5rsViMRqM7Ashbb72lUCjodLr7Gn7wwQcajQZ3sDeZTHQ63Wq16vV6tzN/yPKce/6SPzI20uFysQkkAIghM2L4dyKbTBHTGMYyd2TaChUYz7C7WPzSBVwWRIcBlw08NrhcoNKCWtcsrfwgqPKr0KYInikhpvFvAVoKqROHiKZ77IQtZxL3X4mak1pzi1Y4uxPdfTE1gjx2a/bbCHTR1vW9HyXn1KKEzrIHUzmO6AmtVfv/m7rC98qpjti1a1dSUtL8+fNbWlrchenp6f/73/8IBMLKlStxK0N7sfDJy4u3XuZFlNO4DgCoPcuzKilc4HZ/1wQCSmHSLI2tjBjfr0u9rPLiR49RWRoa11r2EzUgbWbqyveRP20tntEl8OARFAoFd/oYM2ZM912QcDoKP4Hjf6EPbBCEJuQaDWafEUMMBgs9so09mkAgBPFv2svcixGSkpIAQCAQ1NbWcrltujr+iqmqqnK6XBiKtra24m4UwcHBMTExnk398ccfer0eAC5durRy5Ur8HY3buNu/FLKzswGARqN5RfqcOXOmOxQ0js+3jJ8e0T9v8763MhiMZibjxp3gdLouFpU1tioZNGpyXFSIuPc5byOCxRHB4q7l/NwGCirqRkoi7/ZR+LlzDG6NG212OonYP3ML30U8lU4ikSZPnnzkyBF8lNARTzzxBL4YMiEhQafT6fX69957D/9+BoDExMRPPvlEqVQ+9thjnTTCYDDWrl27atWq+Ph4k8lktVpfeOGFd999d+XKlZ9++mn7EAxdghAJFC7LYrZSb0+ySZPFTovtesbAc7rGK6zd9OnTv/zyyz/++CMqKmrOnDnQbgUBLma326uqqmJiYo4fP/7MM894yRiNRq/ppt27dycnJ6emppaUlOzevZvL5eJTTB0dYUGlNC027MMPP3zllVfchVu3bl20aFFAQMDBgwfxEvedgv/Ax6ztxQBAIBDI5fLw8HC9Xn/16tXx48f7FPMJlUr1itzhddHIZLL7Iwr/BqNQKLjL/Q35SSPsGDh0VjbnTgeERgHBB/LN57nisTdmEXXVNBLDSRPbAIMuP8V9Q6PAPeNgVAoECaFSCiotaHRAIkJijEXENtOmztWWjgrfU4FtcUEXi2sAgEpyPpZduuNC3LZcycKR1QxyLy1xCgN1z8W0KeJ7No//NxHtwsXArGi06RSC2K4XlYSkq85t/B1WdOsY9u7di3cPPFZodXV1bW2tQqFgMBinT59OSkpisVieHyocDsdTTCgUiodPNsqfO7X+Y3YIZtWjLhuLVyZEJT0zaxLJRIfO96lhTuelz1bFTb4WNkoLAE4bmrfZXnskMWrmclzAM7oEHjzixIkTCIIolUqj0SiTyWJiYohEosFgoNPpKIrq9XoWi+UZXcJgMKAoikt2FH4CZ3C/0IcCQfdPrTt6PinJRza9uiZt1LN/8SwJDQ3dc+go/mbR6/Vui1UnYx4+nz9jxgyxWHy5VlZRVQ1apVwuF4lETqezubnZLXbhwoWHHnpo6tSpAHD8+PHc3Fw8DBMeW6H9076pqQn/4RXOuT0+3zJ+ekT/vM372MpgMJrf2/TD288sBwC7w7Fu43YmgyaJDFNrDR989dOSWZPGj0jq2z36uQP0w47r57YyiDUu0+gbtHo6mZga5HvaZ8jipfTXXnvNc2W7mzfeeMP9G0XRl1566cknn5TJZBwOJygoyHNoO2zYsJ9//lmr1UZHR2/ZssWrne+//979e968eVOnTpXJZAwGA5/c2759u16vx00MR48e9az44IMPejV17tw5rxJWQoRWY75NVgadxRGe3JkjOo7ndM2FCxc8NxGJRHyRSEVFxb/+9a+PPvrI59KAGTNmfPvtt0uXLuVyuSiKeslcu3bNa7qpqqpq4cKFADBs2LDDhw9zudzO3ShILHphQ0u8RPLZZ585nU48MoJEItm1axeXy62rq2toaOBwfK/z9xJLS0sDgLlz537yySfDhg2rqKjATUteYunp6V1et96DIMGPzGo49MedtzKk6ulSHQ3DEG0VnR1lpgVaAaBuv2jY6noAkCrZIzU9jP5NIMA9Y2H+PXC1HHYcgtIqcLo8t1MBWhwGenTYwhVPW8L+ccjxYqnt1y5bpRCdD48tP1ke8sXx5CmJ9enhrT2ytTpcaN71sIvVYR+Oen5l/PzuVDHK61iB0J29MIR2m8nstFkIZGrnkrNnz549+2Y0BL1ez2Aw5s2bRyAQhEJhaGgoiqLupwQuGRwc7CmGb4qetTxs4mJtTYmdyqq61GA7tLE7Z+SJ1WSlBPJ9btLVVyCYCjcxAACB7EqYJS0+sMNtZfDk5MmT6enpeFAJADh8+HBaWtrmzZsff/zxgwcPzpo1i8Vi/fLLLyNGjPCMLnHw4EGr1YpLhoWF+Qw/gTOIX+hDhJi1y07/9DtXpggJu2l7xTCstLQRDQkIWjjJU1gsFkeHBn311VdCofDKlSudWPmZTObly5czMzPnzp27cePGxMTE8wWFUxYsSklN3vSfT8vKylpaWjxdJo8fP/7CCy/gv7Ozsz/88EPPYM9eT/ukpKSioiKbzdba2uqVYerYsWPXr1/Hfz/ySJuIEm4MBsOvv/6K57ry0x36523ex1YGp8vl/DPW96kLV0PEwlVL5uB/Ts5Mf/fL78ekJRJ6lfinqKLmbMG1Htm3WAz6A7MnE4k9COfjxyeXymsyJP50HkOIQaxxk80GALa2Q3Y/cAtKoi8JpwAAIABJREFUZ7FYnqEZPBGLxe6lDZ3DYDASEm7G4SeRSJ5h5HuKYHqm8sdD4qAerH/uJpgLU8vV6Vlpt9LIV199NW/evICAgPj4+ODgYLPZ7HPOn8FgWK3W/fv349YELxkul+s13cRms7VaLYfD0Wg0uIGm8/DdJpsdAHLm3WvS6wgEAm5QmDJlSmZmJpFIpFAoVqvVvVjgb3/7m+ePjsRee+01jUazYMEC3N7kJXYrF607hP5ldu6m3QnxQbcv9qdPoszUZD0jv0acMFHV+AcvZoncZUcwDAhUl9VBKN8RkllJ3G6rX8oNvWrWSu1mjdOOATzEDSUiyE5to9bpoKLoUm5osUVXZNYBhSxNCPt7UkzFS2+LVYYgErXJbml12FJpbE9hsDugvIb4+jd7KBbLyCwyKcixaJMLdWdwAKKGaCtjFyu4FU6amkiwowiTag8M0CcEqRODVYeuRpyrChwf25QUoiIRungemqzEq7KAi9WRWQEjrt77ajizu7GxnHYrSuzuw5ZARJw2a5dWBi/wvJVu+2ZHq5+8xHBIdLYwaUyr0YTGIjqlHnNh3e85FovNhWGUAN+PKbtBS2a2Ga+SGU670dt/3hM8qERpaWlOTg6PxysoKPASaB9dwkuyvQDOIH6hDxHIQs7oI59cmvtCY4s+OIBFoZCNBrO0WU+KDB75y3tIO9fC5LETE0JEOp1u3rx5eJ93G+bi4+Pj4+Pdks8//zyNRkNR9NVXX9VoNHFjsox2B41O//e//63RaNhstuct4xlCiEQi4X/iSxvA10th3LhxBoOBTCZ7LiwaPXo0btF24/bp83rL+E0MPaJ/3ua3MS5DXaN8dOrNUaNYyBNw2a0qTaCoN2PHK2VVeVdKe1SFSCTMmZjJ43QrL5GfTuiHHdfPbcWv8SHIYFK6eP7EvA0/JCaG9LlbTHOzhp0URRZ0HcnPc7pGIpHgHzk4c+bM+fjjjzMzM9VqNYPBoNPpPpcGAEBWVtaPP/6Ipwv1knnooYfef/99z+mmxYsXb9y4MTY2tqqqatWqVZcvX+78CFEEcWEYAHgZdBiMG7EMPP0RcKxO27qrX+2R/oaiyOLwWS+lLGsv5uXx20lrfQ5TEsFMim6oV4WGC273vrz4qjBxLN1MGelw1VMBoPUSR5ypM9pIB74eNs7Gf4MeV4TqjuibMQwcGPYoL+y8UZVnUtswVzCJupjDL7LojuibZ7HEKZHRV+aNN+4/RP/o20atnE5hBgHoXU6506o0KDyFBUQKAJRZ9KkWLC2/ZV/mMEHD9j/CVzq0BsFPgdwD4h3xxN/GuSSBmmHhTVyGlYS69FaSrIW9PzeWSbbPHlVjshFzqwKPFIdHCvTRIl0Qx8hjWOlkO4KAy4UYbSSlgSrXsGSKYKmKPCd83O8zVqbz47u6Em2g8gLMmm7N9DisqNOOkRl3J+U7KuSSIwIVLTpRYHeDdMob1AHTRiMdTJtxIofpGhCzmkTj3fBMabjM50tG+xT2wtM4iKIoHopFp9O1jy7hZUb0GaUCBtezfcjCGhY1seTH+u+PNO87bVNqaAlx8f+6Rzx7nM+VQrjGu+Nv6H4+AwCXy22wKDz/7OlBtn/a98Ln0U/v6J+3+W2N/oh4mY0xDHrnnAgAD82dOm/K2PZLGT7astNstb3yuPcaWgCgkElUij+CSB9wtUrWDyOX+rl9+DU+BBlMSmclRtIig5oaVMGhvV8Q4ZPaenXY66u7FGs/XeNJUFDQ22+/LZfLmUwmbiDoaGlARkaG2+uhvYzXdJNAIFi7dq1Go1m8eDF4TDG5MdjNTNLN+GGuHvq+YoDl/L6mFcvLTK7CMOSnyuoLiit7pn7Wo0b6itzc3Pz8fDqdbrFYsrOzk5OT8fK4N1YVPfhaSBjfpxNynkkdRaYHECmdlHRr7yZ1vlnDRIlWlzOTwU+jsuNNtJO5wxc7iESzWXXa5TpNt012lh+Ov+cKfZqO8x3IMAASgnBQUhKVBQACIqXWbio26wREcpXViG8FBk2+bN6B9R/9w+7jW7fQrPUUxq0MkWT6bm1TvllTvePqQsqSRxl7L094FcJZLz6spcconkivYVBuxl8QssxRQl12YkNhnXD7ycScyPqlYypMNmJVC6esiX+yNIRgJxoBMAACANMJkuDoEYKUJ5LH3xM82rPndB92mMSiQ81aIo3ThWN2SxlDkJDcLeeK2wPzr4vK3/6mm1YGp9NVVavI+MKHTxkOicGWLHru3BfrJdOlNJ69uZjfUBiUve4VTxl3dAmHw5Geno4HlfA0RwJAenr6Dz/8EBISIpPJoqOjPaNLtN9p+/ATePlgerYPZVAKKfyxnPDHcrqU9Gt8CNI/ld7HVgYEQYwmy/nCkohgsSQq9Gp5VUr8DeNKQ7NCZzAG8Hm9bpnN9BEsmkBAURThsO5EHOkhS2JEdxOq+Rkc+DU+BBlkSk9Y//SVJa8EBnP7MC1Ri1xjQYkhS6d3LdoVKIp6Jarszpx/exkul2u2u2gep9h+AspgN794af33VUdsLoeAyvxX2pOrJAsQQNxrGbrJyaaCSsO1v0woQhAMAOZnXPn6JCOvtThTdBfCLalUqmnTpuFLf9evXx8ZGclkMlUqlSqERQoTyxvVzEA2iiAyu1lCYUrtZhZK5BNIKVS2HcNMLqfMbo4hM4gIkkJlU1AUAHROe73dIqEyCYC0OKytDlsilYUCGFwOFBC3/I29O2zTmAHxFAYAvN9amUZlA0CKgV5yKvNnRsuuHxtN4Jx1KnheK/93XctMVoCYSDG4HFKbudZm8owEySeSZ7i32i3mJ+7/4rP/vGxl4okISAhqx1wA0Gg3ewvbzAbMCQBb1dJFnOAAIuWgvhk9cDZwZObY/6wd3/peaIp0fILvjLAIgg2PbA3mGX84kSiopohyZOlCdUqoUq6l/3Qy+dTF1PFa9tmzlbGfvRg4p7Pgr90BIRDCsuZfP65OWSDtRAzD4PrxsLhFPmIW3DGYc7M1X++vrJTHxXXtD1JUXC+cMZYzQtKJTNSMZcygWOmJbyxqOTdm9MR3/0Zm3zR6ekWXAIDg4ODQ0FD33C+eayY2NjY8PNzpdM6fPx/aBqFwrzN3Z6XxGX4CBt2z3U+X+DU+BOmfSu9jKwObSX90/vRqWeOZS0WNLUqtwThxVFpooKi2Xv7ptl2PzLsHvbPekn76hOsNzf2z+/q5Tfg1PgQZZEoXTEhnpsfV1bRGxfRNciLMhZVdb0784h9IP4j1kyvVf1+oPFypadJaMQxQBCL41JwE3iPDhcPEbWIfujDXjGOrbeT8x6dW0smOZi39nSu6ZrPytfRVPV3LUKS+HsJXIjfSKQCKYqECzVVV5V2xMngyceLEwsJCOp1eXl4ukUhys4KcO65cp+n5BLKYSPmHqmQBJ+gXo+qvwqiTBkWFzSAgkNOonM2quscFkScNinQax+RynjEp06mcDa1VM5gBpVZ9IoW1SVn7uCDyoL7F6nK65d071bvsGqe90W5hoSR3IQGDBwwBpxrlz/MjR9dzAWAuS7xRVZtIYZVZDcv54bW2NikJ2mydMfvjnT8w65p2EsgAMIcdmE5jb1TWllnZV83a8UyBV1MGuxkAJBTmLm0Tl0Cqs5sb7Jb0z7a9+KCTzWzuyMTgRsw2PcOSRZ3k8k/FIWSXi4gpR+tsIysWudATv8Q7qRRxzvg+0U7c/KdPrt0vTlQGJBg7kqk4GkhkJgSNmm6xWKqrqwGAQCCIRKJbCc7SEWaz2Ww2+2gZQUbu+r8zGX8hEtCo6A5jA2MYlJQ26MnUcf97uct9iVKzRKlZ3T82n8vLPX3afUaX8MSnwCB7tvvpEr/GhyD9U+mE5csfCw+P6MMWgwMESXGR40ckz8welZ2RKuRxUBQxWayjUxMSosPdYrt/O/v+ph/3/H52z+9nzxYU2+2O87n57n+HT+bimwDAYHMGC3kFFbViHqe4poHNoFU3thKJhBa1zmKz5xaWWG32MelJdc1KJo1SWtck4rIuV9QFCbmXymqChbzLFXUBXHZJXQOLQattUhBRtEWtM9vsZqtdodETULS2qZVFp5XUNoi47IKK2mAh72JZdYiQd7miTsRlldQ2sujUWrmCgCAKrcFktZmt9tY/K7LptOLahgAeu6CiLljIvVhWHSzkFVbWibjs0roGJo1aJ1cgCKLUGUwWm8Vmb1brSERCdVMri04rrqkP4LHz/9xjsJB3pVIq5DLLpE0MKlXarEQQUOmMRovVarc3q3QkIrG6sYXNwPfIKaioCRby8HMsrKwTcFjl0iY6lVLfosIwUOmMBrPFZnfKVRoykVjV2MJl0oqq6sV8dn55LV4xSMC9cl0m4DAqZHI6hVzfqsYwTK036owWh9PVpNSQScSq+hYuk14rV4SK+Pi+8IpXq2R8FqOyXk6lkBta1U6XS2Mw64wmp8vVqNBQyaTKejmPxbhaVS8WcPLxiuU1gQLu1SoZj8W43tBMIZEaFWqn06UzWjTuihRSRb2cz2JeqZIGCriXyqpDhLz88togAaeout5dsUmhtjtdepNFoze5XC5Zq5pOIVfI5Hw248p1WZCAe/FGxZpAPvdadT2XxahqaKaQSHKlxu5wGkwWtd6EYZisWUmnUcqlTQIO80qlNEhwo88UlNeKBZxrNQ1cBq26sZVEJDSrdVa7w2C2qHRGAJA2Kxk0Slldk5DDulxZd7Oir15qtTuMFqtCq0cRpK5ZyaBRSusahRxWYfteWtuAdzZ3LzVZbAqt717qrtiml6Joq0ZnttjNNnurRo8iSI1cwaJTS2obu+ylCq3BZLFa7fYWtZ7DoMlaVZ300tK6JiaNUtesBAT5s5c6mtVaEpFY1djC6aqXyppVAJhKbzSYrTa7w6OX0q9V14t57Xsps1zaRKNQ3L1Ub7LYHM4mpYbyZy8tqq4P5HPa99IKmZxGITUo1C4M0+hNWovVgQEA8CiU9r00v7wmSMArqpbx2IzK+pu9VGs0a717KeNKlcxnL62sl1PIbXsphtW3qmgevdSjoncvbVJq7A6Hdy+ta9dLK2rFfE5RdT2HSW/TSy1Wtd4A2M1eKmAzC6931Etb3L0UMNAaTQgC0mYFg0Zt30sLKmq9emmrRmexOUwWq7uXMmnUktpGEY/teV/c7KUMWm2TZy+1efVSz4ewdy9tVqAo2qrRu3spgYDW/PlIFLXtpYWVdSIuSxkqqt+0X8ClU2l94DpXVNyAxUW6HpvTvpcGC3mFlVJ3L5W1qjAM03j0UjKReL2hmctkFFXVBwq8e6mAzayQevRSg0lnMjscTq9nKV7RTqDP++baF5eUGJ+RPlyclRkyZmRQenIAV0QvajZ9eKwuv14fSbdz6eQKWTOfzfgo75c/DAcWjiokE10AwKTaY8St/7nQOpk+DiFQAIACYDBZNAYT1qaXej2EawL53Eu110+qLqaENeIXBAM4XxE7RzArlCaWtajo1C56aVVDC/4QtrXtpXQquVzarpeW1wbw2cU19RwGHe+lzSqtze4wWqxKnQEQuFBQGCQOaDZYRBz2ucvXKCgc+v3k3//6VJPeasEskHe9BbU8FBARQaZX2033sgP1mJOJEpsdVqXTtoQbEkmmX7Pq0mmcSqsxkEQ9Ymh9jBceRKImUVkiEsUFWJXNWGMzTWIKi636WSyxWx4/90qrscxqUDhshRZtMpUVSW5j2clhi0NIN0IY0lDCBIYgiESdyhKxUGIchSkgkgFAQCTHkBk3t/ICWS+tzi6sG2dG0micNBqHhhIYKDGLKQghUWexxW2EWSIWSgwhUUNI1CgyI5HKGkZlTWQIkqnsapLhef75xeOLiYROTUgYxG4PHFZBmbBYnn6/XDJVFZZmIFbSA39nKUboviPan1r8QgWJ4LOX1reqXC5MY7zZSylk4vV6vHvjT7Y2z1KhQGDixlz/Pp/KtLBDvCOAupxI6YEQaWHE2Fd+uFwrN6paP/7Pf4V83pXSyvwLefsOHckcM6ZRoXG4nFqjWWMwuVyuhlY1lUyukDW166U3HsJcFv16QwuZSGxSae0Op95oURuMGAayFhWdQj6Xf7WlqV5jQ9ydrVTW5EJRh90pFvOt2WlNO0+21Cu5bBqZ7D0Pp1EZ8q/UOcODiR89ExYZ3LaXtpKIBHmbXop0d6hAQPEBrcliU+oMCIJ0NqDlsUtqG1gMWm1jK4GAtmr0FqvNa0Bb2nZAGxsiLq5pEHFZpXVNPga0ah2BQOhiQCttZNJujEs9B7REAqGmqZXNoBXX3HwIXyqrCfI9oDUYzN4D2ms17Z6l16V4Z6NTyZ4DWrvD2aTUkm48S+ldDWhVLhemMbQZ0HbSS3ltB7Rao1lnNDtcrgaFmkomew4V8M7mNaClkkl4L3UPaLvspTcHtErNzV7qwvABbbm0yeeAtqjdgFZvujEuvfEQljYJ2MyqhpawAH5HA1q8l94Y0LbtpXUKDYYgWo0+RMDt6LOrW73U/dnV2Eog3KnPLmlj9z+7Ou6l3fvsui4VsJm377PLc0CL99KrVdLOP7vkSo2Ix7qVz668y8XuD3P8n+eHOQIwKiVBLOiBR4JC0YqcPv1HVtatLopzY7Ha3vz8uyARf+aE0XERPjK7+qS0qu6jb3eNuWeCu2R8fKRE3C0b9lv//c5ksb773MreHK6f7lHd2BId7E/7N4QYxBovb1GqzVYiAc0I7W6Y9CHCoFR669G8Kw/9K2t83C1mtaytaa3VWLPyNhM5dzOW1dla/X3bK5JSAtKTRQRfCwNtdueFS01NMu2BZYkJATQAePbChyXYhrGxTZ5iO3MzN6R/wnGEYQDpwQFUUrdWNdpdjuF7lwiFhWPjpBgGZ8qjrLqM3JztBKTPfFK6z8GDB2NjY3GPic2bN+fk5Ozatevxxx9HEGTr1q0T2eFfv/zvN4YPR1F0i1q6jBd+1NCaSGEWmXUVNsMKXgSLQMTLD+qa02mcfTr5cn44CUGvWXSFZl0ylZVMZX+prH1KGLVD2ziLGeCWv7F3XXMshYl7TGxQVD0njLnV88keCeNGwPubbrGZ12Jr/5hSMDm1tnMx8SmuJJ816cl6lIjlXmbnF7FoFKfNjqaxHA0yynMJgncy33k4bhYA5ObmxsXFCQRdR9PMy8uLiooKCPD9DNHLKvM/f4JIlIdlNPAjLESa06onKiqZtbmBnMiMtNUfk5kcACgpKTl//vyKFSvwWi+//PLbb79NIpGsVmtxcTGfz4+MjAQAnU5HIBCqq6tpNFpsbGxpaanD4UhJSQEAs9l89epVd+Ibk8nkcrkaGxsdDgdeYrVaLRYLh8NxS4oiIqsUGjaVMkwsAACn2Vr7yY6q9duYbLqASaFQiIBhZruzVWWyO13x654MfWRWR0Ef+yeD8tnupxN6rfFiuUJvtcUJeQJGb+Kw+LmL9PltrrdYf75Y7P6z6Ezu8kWz3GEQukNpaUkfe0xYbXaH0zkpM/37/b8nxUYump7tMwKTn4EF1x/2Yojh1/gQZFAqXTQ9M/qVZec/+C5jZCSL1cthU3V1c7VUPe78V3fXxFDcbFq4rXzK5MiIkA4TJ5FJhKyxoSUC2vSvSy/8NSWQRWISGQ4LyUvM5iAwSTRwItATpwkSSvx9xld/zXvr82OXALCcsHGfTX/1tpoYtDbDvwo/lxkbX0paNSYg2WsrHjzPaDSGhYWJxeKpU6du2rQpMDCQSCRGLphM/uTzmqrWmLhu+cvMZIs3KmujyQyl0yYgkGtspmqbsdZuVjhsXVfGoNFhqbWZxtFvYXn/qBQ46525sBfsDWkZGaLsQgiDkGP8UasbUCIGACoNcVq2Oj7KZLMjm74PjjWjSzj1z1/8v4VRk51mu0qlwlOQarVauVyOf+RTKJSWlpbW1tbExESz2YwgiMViSUlJwcOFuDd5rttnhcVNfPeY/OKxpgu7qs+VOExmCpvNi8scseY+fvxwn4ep1Wr1ej2JRNJoNB9++OHMmTMrKyuPHz++fPnyM2fOnDlzZvbs2cePH9dqtRkZGXa7vbS0dPbs2e+///7cuXPLy8svXbr06KOPFhYW/vzzz/PmzTMajcePH1+zZk1dXV1RUdGMGTPckqfOnRs+7WaIBAKNErP2kajnHlD+UajJvWaobwECSo0ISpmQzh09rH3WwP7PoHy2++kEv8aHIP1T6X2fY4JAQFPio4bFRHy75+gn3/66+v4cOvW256/yc1ux2OxdC/kZRPg1PgQZrEqPfnYpRczPfXpDanKYuNtp6nBcTlfRtQYdiTT+4je00Ls5GWhzYvd+WzZuTEgnJgY3w+IFRoP9gR8qTq5OmhEy7qtTYZNZLcxWolVkNwdZm7QMtYmczo//9zsfTs65F3oy+yGm8XdO+siFuRAEQQDJy8tzdjx9fes8lft2uW1PCF8557fC6sUHOOSbVp72wfPi4uJiYmIsFgudTgeA57/7/PTwR4JCuPgChOlMEQCEkWiz4YbdAS+fzb7x5xpBlAlzMlEiAOidDgZKmMcOIiDIEk6wp/yNvbNvGi+eE8UAQDCR2vvzJBEhKRa+3NH7Fv5ERrJPZ1k6l6G2kIlkFyvopvPC9VqaxYJcr6MNizcGion2U6zALPWX5bu4F624cq9fv3706NHx48e///77c+bMIZFIpaWliYmJmzZtEgqFDQ0NCxcuzM3NTU9PVygU7k2PP/64534RBA0aPSNo9IzOD+/06dNKpdLpdF68ePGll14CgN27dy9btiw2NhYA3nnnHZPJBADTpk3LysoKDw/fvXs33hPeeecdq9W6evXqsLAwhULx6aef4g1mZ2dPnjwZAN5++233XjwlP9iwob2dAyWTRPeMEt0zqvOjHRAM1me7n47otcapJKLBaqP0g9hDfnpK/7zNb1cmSwIBfWzhzN/PF/z7P1vnTRk/OlVCIt7WrJl+bic9ixHmZ+AzeDVOIhAA4K6s8b4dyGSyo0ePAgCLxcrOzg4KCvISaGxsBACvdAa+wUAmkwFAWFi/S4Z0i4Q8OIMRF5a/aG1Ts0YSH0TrXpiG5iZNSXkTd9LIcZtfJdBv4RuyL9iYK2dyaJLY7s6WZwwP/HlX2YFS9fTwqA+KUM7JUG6o2dhMktORrZKgLye/rlNohAHigrOnp6YlAYDRaEQQRKFQCAQCmUwmkUikUimLxcKD5Gm12ubm5tjYWBRFDQYDiqIymSwmJqbz6etb55q6ImNYfRjfcKkqvt7Y4mll8AmKoriJAQBoYeKopx8o2XYgY0Rkd/aFIggTuTFKYRGIAHDnnhFiAah0YDB1LdkVZgQjE5ydy6AWlERzeZbYbIjNjlLIWI2UGh5oJTiQUTFV71/bvA57CBc4derU6tWriUSiwWAAgNjYWLvdXlFRIZfLhULhwoULQ0NDr1696rWpd6eQnZ2Ne0zo9fq33nprzJgxcrk8JOSGB25AQACexJHH4wEAgiD4DwBwOp0Yhu3YsYNGo3G5N5PLuAM9enZOT0kigQAAxAG4SKG7DN4Xuh/f9Fbj0QJuOJdNGlAOQX5u0C9v89vbk6aOHfHcsvuKKqpf/OB/73yxffPOg3ZHFzmT/fRDKN3z2vUzaBjEGo/kc8J5rKTuhX3p/9TW1oaFhS1dujQrK+vjjz/GZ/k8qa+vr6/vItq8VCo9dOgQhUSk0+nuj7Ru0rjjtz+Slx5iT/49bF75a/9zWfujNR0AuKOGTSrdQVsw9fTp8stXpK3NWpfL5VPSarHXVrWcPltZrrS0Pjub/95KLxNDcXHx2bNn78hR3+TTs/Lhw3sQSQRBID1d/NFZ+dXNL6WJa+a+WjVhecPMtbUZUcZN9aIFEZOOHj26eO48BjiJKAIAhw8f/uqrr7Zs2XLs2DG1Wv2Pf/xDLpdv2bLFarWWl5fv2bPHYDB88803AHDw4MFffvnFarVu3rz55MmTzc3NV69ePXHihNPp3LTpVsMKePFkwkN789O+P5MZTo9M4Eb2tHrMS4/ondDcpOnbo+p7eBxQa/ukJQGGGq3eDjJe2Pl2q4KEOW96sw6LN2Wk6udMURrNBHUz2c50iOhmOsVY1FiOC+CREQAAf8Ls2rWLQCDMnz9fJBJB28wIXptuBRaL5XQ6ASA6OrqsrAwvlEqlgYEd3gi7du1asGDBU089tXDhQoulszUdnpIuuz1RLIgW9Gyh0wBiEL/Q/fik1xpHAPwmhgFK/7zNb/sxiYW8Jx6Ya7HamlqVOoOJSOjlHk/kFR47m4+1s9Uo1ToMw/6x4av2VVh02rPLFtP8/hq3jM5kFtxVh2Q/d5hBrHEUQYLZXa85H0CQyWTcOiCRSLRaLZVK3b59u91uB4886gCwc+dOfOvSpUs1Gs22bdsQBBk5cuS4cePOnDlTXFwcEBbFpZEAQCaTSaVSjUaDYdhDDz1EJBI963rOB5a+9FnrD0eSJMHcxECLxVax89jZA2fHn9+MUrr4zrkrEBhUybono194uH774Yot+/UFV9kiDpNKIhEAxTAnQjDbnHqd2Wq2BEzLTFg3T3TPqOwJEy4ppB988IFnO+vWrQOA8eP7Js9fdyhtMVtcmFjUMwNQVDjnx5OlzY2nZ77RgBAwAEAQSJ7T2rSuythSX15ezhUFkonEy5cvjxgxAgAWLlx49OjRnJwcIpFYVFSUmZmp1WoVCsWRI0diY2PlcnlVVZXNZgOAnJwcHo9XUHAjjsCtT193xBOSReNEaY2m1inBGb1Yf4RSSKlfv3Z50ctcLoNC64998gYcJmj1fdJSsoHWoGZw6d6pHDyxs5yWEKvsMis8Q4eX7D0mEPLYNjsaKrI15bEZDzTX7BJHklouX78ybfgEAJg1a9aXX34ZHx9/4cKF+fPnczicmpqa6urq2tpaAqHN4mrPTQqFQigU3srpEAgEp9M5f/789957r7CwsKWlJSsryzOzoxejRo3atm1bbGysTqczGo1SqbSbktqWZk4W6wFAAAAgAElEQVR4eEfCA51B/EL34xO/xocg/VPpfWxlYNCpU8b4CORDpZCjQr2X8vYIk9miN5naLwihkEkAYDCafdTBwOn0PVvlp0cEcNl3+xD83FH8Gh9AXLhwQaPR6HQ6g8EQFBRUUlKSmpqalpZ28ODByspKXObEiRPBwcGLFy8uKio6cuSIXq+fOXNmfHz83r17AWDcuHEsFishJqq46AoAKBQKh8Px6KOPnj9/Pi8vz2azedadNWsW3qY691rj1oMTs+OJJCIAMJjU4ekRBYXS6+u+iX9z9V26GF1D4rGi1twXteY+h86ovVxhrG6wK7Quu4NEp3BDA+IkEaykKHeANy6Xq9PptFoth3NjnrO4uDgyMrK2tvZOHvM1uSkooGcmBgAgEdF4qp7CI+BB/nAQAsYQIadPHMvKygoODU6Iifztt99wKwOTyURRlEgkAoD7Q87lclEolAkTJqAoGhMTg28ltvV/3LVrV1JS0vz581taWrpzYGq1+vvvv+dwOCaTacWKFbgLBovVxvaXm5sbEhISFhaWyo9N5cd21FTneQ0AQDAhPXzNfQXf7h8zKqb/hqK22oHSB8lWAeA+WfCn1c1JIarOxaoXKKgbQ1hCGy/SMnuyavZkFQDYzYRzn4den6Chphnih5kCjeRvhaGzZs9CAKmsrHz44YcZDIZWqw0JCRk+fLher2cwGPPmzSMQCHiQbzw4QnBwsOemnh7/sGHD8EwQOLiBj0Ag/Otf/9JoNAwGg0QiufcFAGFhYY888gj++7XXXgOAhIQEm83GZrNtNhuRSAz3sB288sorABAfH4+nJvGS7OmhDiD8L/Shhl/jQ5D+qfQ+frASCYRp40b2bZs4cyaNmTNpzO1o2U+X1LeqJOG3ZCTyM7Dwa3wAERMTk5GRweVy8XXLkZGRu3fvzs/Pr66udodjKCwsFAgEVVVVGIaRSKRp06Z9/fXXTCZz6tSp7nbqW29+mSQlJQGAQCCora0tLi72rOuWadh2KCqMR2y7SC8+RnRh64H+bGVwQ2QzBBOHCyb6jm/vZvr06UeOHFmyZAn+54EDB+bMmfP555/jfzY2Nq5fv95ut+PB5EaOHOlwOD777LPAwMBdu3bt2LGjvQAAGAyG9evXq1Qqu90+b968mTNndlSI7+L7DesIRmv+KSR6yQpeUhcH7IlRGGmudFkNBArzhq++3YzqG13FjObnXlxWIZPHhwedPHmyvaONJ9OmTdu6dWtERERDQ4NEImkv0NPp63379i1dupTP5xcVFRUVFSkUCgRBPLsiAKhUKrc7vcFgoNPpKIrq9XrcGKHT6err6yUSSZeBIQwGg+hvC2WnLhZcb4iJvmGMoCAoDSXonQ5WtxdX6lwONnpDuEcVO8KGuTAACr5AQ62FPhogLpWLXlGwGzWMYK6xEzFTmKXiEbnrmxBRnDl8mJ5AxrRSWt0Znr2OIltbBwAoycXlWqgk5zV1dQovJiwsbPfu3S6XKzAwELfp4IpoH4YDw2BnuXlPaROfRvj7uMD04D4Le87lcrsjRqVSqVQqeFjKbl1yoON/oQ81/BofgvRPpQ9m862fvsKfaXmo4df4AEIgEISGhrr/3Lp166JFiwICAg4ePOgu5PP5M2bMEIvFBoNBKpVKpdLnnnsOQZC33noLn98DgOjggMtyGf7bMwOxV113uV2upLYLo0ilkW0aQ5+f411k2rRpzz77LG5lcDgcpaWlTz75JL7JZrO98MIL69ati4qKMhqNTz/99CuvvBIaGnro0KH77rtv27ZtPgWio6PXrl27atWqtLQ0i8Xy9NNPR0ZGJiQk+CzEWxiz5Lk9Rk7aCEHhuhcSH3+JEdbdhNVWFxHNvD//u+0jHqyichxWA6Hwx+jQrAUz/7IW/rzNV69eDQCLFi0CDxcb/Mf06dPxP5988kmj0Yh/WLoNLm7hnk5fDx8+fMuWLTNnzkxKSkJR9Ndff8Xd7zvi4MGDs2bNYrFYv/zyy7Jly65fv37mzJn09PQNGzYkJSV1ntdg48aNNTU1rmhXZX41t65eTKEBwBSmcDEneEX95R0R3c0gsLj2wqHosQRAAKBHFTs8KV2z3uV4hBcGAKDUQAAfkJ4lFvUJ3YluKIl9kep49J7LVFJnV1WXaPx8oTP5VMiDP5OciINl52Xawk7nlnrKhPKNl5XlKbwYKpX6wAMPdOcAnj9Qu79al5oibjLZZ2wu3bcsYXRYv1vEO9Twv9CHGn6ND0H6p9IHjJXBYrXV1DclxkTc7QMZipTUNqTFDlqXRT/t8Wt84CKRSHbt2sXlcuvq6hoaGtLS0gBg7ty5GzduTExMLCsrW758uUKhWL9+fXx8PJ1OJ5PJTCbz8uXLLHGoz0X5XnXd5YzkWHVljVfuCrXSwIwJuZ3nd6dhsVgikai6ujo6Ovrs2bPjxo1zb/rjjz+ysrKioqIAgMFgLF++/Ndff/373/+OIMiKFStQFP3tt9/aC8yZM4fP5+N6oVKpr776Km68aF/o3kVYfPQPZ+REGiNy0V/qj+2RLH+mmwevNdjCHnyGksc+8cFmAgVzWCFq2oOSxS/gW7t/m7f3aGh/lcDXzLZPUlJSoqOjL168uHPnzqVLl0ZERPRoMvn48eMrV65EUTQyMvLcuXPQaWCIF198Ef/x5t9fIO+9+Pc0CZ3em1BNm8KG4yaG24JaBwYTRIVCtezWG3uoKeCinb7jLCwYc5VFtfmUwQBOXwuvrQv+oT6Db78xDnQ4nUAEz7NkMRRlmuru71pvdX5zqWXZg8kUMgEASCTCWyca9j3qY/2LnzuJ/4U+1PBrfAjSP5U+YKwMJy9c+engifdfWB0g6NaqOT99SD/suH5uK36NDxSys7O9SqZMmZKZmUkkEikUitVqxdeTA8Crr76q0Wjmz5+PomhgYGB8fLzBYFiwYAEACIXC559/nkajeX0luh2YPeu6t0Y8vuCPL34JDjTw+DfmKu02R0l5k+S/L9++870rzJkzZ9++fU8//fTBgweffvppd3ljY2NkZKT7z8jIyJ07dwJASEgIfqF8CtTV1cXExLgLcb/xw4cPty90t5ARzpI2VTldGDMkouHIrm4ettFoN5ntiYFM4oKn4+b/zaJuoXJFCHpzrcHdus137949b968SZMmjRgxYufOnbhtpRNQFMWjmep0OgDAMMzpdKIo6k6e0p3AENTQANHCyXnf540bG0eh3nD8cWDYKaPC4HIOp7LDyTeNbLU2U6FZiyDIWDovgEgBAKPLd3qs9pIlVn08memzWaXTdsaowjBsPKNdjptLxZCR1CdWBgD4OO1p0cWN648iY4fJhke3ENE2AaqkStbpwihhCz/vYorbxAAAFosNE7RZ/sClmyvVPbAytBrsDBoJNzEAAI9LvVbRegvn4adv8L/Qhxq91rjRZteYrUFsBtp/w9j48U3/vM0HTMISi9UGAP5EmHeFS+U1d/sQ/NxRBrHGXRgm0+jN9sH8JGEwGLhxwW1iwPHMIU8mk91+73iVgsq6Ttr0rItDCRKkb3n90hVpcXF9g0xZVSE/dboiaPm8wHsn9NmZ9A/Gjh2bl5en0WgMBoM71AUA8Pl8jeZmlkSFQiEQCMAjOKJPATabrVLdDIGhVCorKyt9FrpbCGCSEsX06lqNRa0kc7ubhLWsSj1TwsMTVSIISuMHepoYAOBSZZ3e6nuu+7YSExOzYcOGo0ePfv311xMmTGAwGLm5ufX19fjCBDd79+7dsmXLli1bAgICfvjhh927d8tkMgCYOXPmxo0b9+/fn5+fj0vigSH27t2LB4boaL/CySODV82/UFDrcDgBwIy5/iUvVThsCMAr8tJckxoX+1nTuEFRRUZQDMP+1lBUZjUAwBvysvYN+pR8uanEZ7NFFt2T9VesmIuMoq/IS8//WX6Ds/kwORP6JCVWiBhiw1/NY506N9J1Punj/Rm/nkz+rSD692sRB84lbNyfceJUyqt5qWfPDhfZ2uTdMBut9sA2/YFCdOrtPUh+EcmnkhCortMCAObCiktap8cOjGkhtdliH7zBwgfxC92PT3qt8Tq1TqbRacydJanx0z/pn7f5gFnL4OcukiHprhuwn8HBINZ4jUrbajApjKbhIeK7fSz9i14oXTRzzITC7XX/29Vy7To5RJTx8CxuRuLtOLa7C4FAyMjIePPNN6dNm+ZZPnr06LVr1y5evBhf8L9jx445c+Z0KZCSkvLxxx+vWLGCzWYDwDfffJORkZGRkdG+MC4uzt3C61NCVu6pTWnYGTxpVneO2WJ1FF6R/+eJ5E5kEBq1RK4YERroTpBudzl+rTtxsjnP5DBn8FOXRs8QUvv+KzElJUUikSgUismTJ+PxRENDQ5lMpmd4kdmzZ7vzCADAmDFj8IyGABAREbFmzRqTyYSHO4WeBIaQvPW4Xa27dPDs6FHRLXbrquCUKDIdAGIpjG9U0jF0HgDs0TV9EzachKAAwCGQftO3JlB8RxbwKdlRs++2VLwbNCyGzACAKUzRotoLyVQPJxSZHIoqYc5E+OVoLy5pG5bOgT2/g9maAvRDeWlqouMUTyulWW0IJraRRuqZwwy+85U0qlTKuW1sNCSiS2/rLDKoFygCPz4Qu3h7xZUrzUazfZiQ+s8poV1Xu9uozZbyFhWfTo0XddeEN7AYxC90Pz7ptcYxDHP/72dg0T9vc7+VwU/X5JfXjpRE3u2j8HPnGMQadzidAOD0v0Tb0TulUwL58a+vuA2H07/IyclZtmzZm2++6VkYEBDw8MMPr1mzJi4urqamJiMjY+zYsTabrXMBAHjmmWfWrFmTnJzc0tISHBw8adKkjgo9Wwg7d601LDklPbPLo8Vc2O8n6/4yIkAionUiZsfvBZcLtzJU6xtmHnuSQJZHiqVksmtbU8Drl/+7JfuteeF9vziFTCZ7rgpx2ws6kff8E0VRryrdDwyR9Mnz+dLmwiu1Yi4l6k93hiAiVe2047+3hY8EALnDWm83nzAoqB236VNSTPTRbIvDSkRQ3MQAAFQEnc1uZ+XccQjWPQMXikDW1OVZdMjoVAgNhE++dRfwHMT5rYLuVG2SK1Wz21gZHE6UTqL2aP+Z4azvsiznrhQufOxBiYgGgD333HPvvvuu17oqn+B5SSkUCoqiJSUlneco7UMcLhcAOFyD9qUwiF/ofnzi1/gQpH8q3W9l8NM1w+P9QTeHFn6ND0H8Sm/Pvn378B/x8fHu9fwsFuv777/Hf0+ZMmXSpEn19fU8Hg//0CWTyV9++aW7hfYCADBu3LiMjIzGxkaRSMRgMDop9Gzh4eWrpn1Xdzavftzo0E58Zh0O1/FTdYFE5L1ZXXhpogji+tPcZnJYphxemRxVmBH1ZwDFiNZ0DeMvZ175bfpXI4UJXV2qAQNCQEfseCd/4UtYU4PT6SIQUABAPKbvvlXL/jAqw0k03F7Q5LB01JRPSU+rhLtZjdPBRdu4JwgIZDvWdom+Qg2bf4EXlsNrn4CuV4laIoJh5WJ4bxP03COspUlj5VrNkjYrF6wOApvU4wwReo3K0FgVJyAjCBQUXDYajXgOEc9so57ZSVEURRDEYrHgeUlPnDiBIMjYsWMpFIpXEtOqqioymRwWFtbTQxri+J/tQw2/xocg/VPpA8zK8MFXPxHQ7oYkYTLoL696gEHrmSXeT3uuVdenxvjf60MIv8aHIH6l9w4URd3BGrsvQCaTPQNDdlLo2cIfq5mLt1fsPVA5bmyISOBj3busUX8+t2FMMP3rxTHErt6VLo8VPZsr9vDYjTdNDAAAEMQ1TkiofDn/w99mfNV5UwMLlErO2LcBmTD1fF7V6JFRZMrNgVCRRXfGqNwUmo5fuz8Myo6sDN2XBAAhkSx3tHF1rrObgontBicXrkJEMKxdBR9+DSptz84qOgyefww27+xFCEkMw65WVVf/33Wvcp2ZksIMB4BL9YZjlVqNxZEgot07jM+ndzF0HDNmzPnz57OysgoKCkaMGAEAV69e9cw26pmdlMViNTQ0LFy4MDc3Nz09XafTOZ3OkydPpqennzlzxi3G5/MZDIbRaKyurp44cWJPz3Eo43+2DzX8Gh+C9E+lD5joj70Bw2DQroC7oyRGBHct5GcQ4df4EMSv9P4Pn048uiLxmVGig4eq9uyvuHi5+XqNRtqgr6hS511q/HlXWe5Z2f9NC/3+gTgqseuXu2cU8X0Nv0lCfHydJocqzshLXNhgC4yHEFBqiChgWc75C1Vm800nF4PTISSQ8eviwrC9eu/UmL2QBAA+gcQlEE8ZlfifjQ7LcX0HUSp/PgznLtvW/Q165GSbPRJeXglf/wJ5V3tQ60+qqhu1oVrtNJVXudbIj6bHLdpWfu+2ikMK2yUb8nmROmF94S/XlJ03mJSUdO3aNZvNRqFQEAQBgNjY2NjYWJ/ZRgFg4cKF7qgcERERCQk+1s4IhcKKiorY2Njx48f34hzvMGq1+vPPP9+2bduXX36JL+XoDsePHzeZOgyEkZube+DAAaWyi4vfHv+zfajh1/gQpH8qfYCtZXhp5f0hYuHdPoohR3VjiyQ86G4fhZ87h1/jQxC/0gcERBR5PFP8WEbAySrtoQpNtUzTYnaImKQxAurbC6LHhDO7v9zP5cLgT1mdzRBC9rHMnkRwIQhYnDZ6+4n3gU/8v1cT2cxz738bl37jEzeDzv1Z1/hCUzEbJcod1pmsgC0q6Vmj9+d3jyRxXhcnrJWX7NE2MVCizmVfwg3p8LD2nzxqKZ3wwmO08lrSt8egpdOvythwx0OzHQQy5a3/IvXN3TxxT1qbtWW1soojpe03NavZv9aGaBDkwSXD3P2qVWl6am+1mEnKimR30iyLxdq7d+/EiRMPHz4M7bKNemYnZbFYHQXm8BQLDQ0dOXLkxYsXf/311yVLlvTiTG8rWosTADjUG8FH9+3bt3TpUj6fX1RUVFRUlJ6ertVqm5ubY2NjURTVarUcDgcAdDodm83W6XT19fV4SFSj0SiTyWJiYvBUNZ61VCqVXC63Wq1e5QDQuS+J/9k+1PBrfAjSP5U+wKwMfu4KISLe3T4EP3cUv8aHIH6lDyDIBGR6PHd6/C0lgECQm6v9EjmxzVpGhMA7baHSQOWQaYPAxPDSSy95lezYsQMAop9/kB4dXLT63deiQwCAhKAbgpKb7BYbYOEkGgIwlSmiIOiOiFE3K0aM6qYkl0DaHDYc/x1Con4XNkJqM6EIEkrqLConAETn1qTRFn49b1LW/73gqm8gn6lASqpBrQWdAVAUOEwQ8l3psfaxEiePdszyqnNWUZQ+OD05Bulhlntlq+7i1bKy765Zw73dPcw2YosyzK5CHlwS7mm6EgnoWWNCXjwkPf9kZxlM7rnnnjfffHPx4sX4n3i20erqajzbaHp6+g8//BASEiKTyUJC2hhcGAzG6dOn8eCgnmJ1dXVnzpyhUqn493m/4r/nm/95RAoAb80M++uYQAAYPnz4li1bZs6cmZSUhKJoeXl5Xl5ecnLyN998s2LFim3btj3xxBMIgvz4449Tpkw5c+ZMenr6hg0bIiIiDh8+nJaWtnnz5scff9yrlnt3XuV79+7t3JfE/2wfavg1PgTpn0oftFaG84UlReXVq+/PudsHMhho1eiZ/vAWQwm/xocgfqUPZVbGLV544nhaWCuF1GZ195myuJXxC2Uy2dGjRwGAxWJlZ2cHBfW7CZNbIXDBJE5GYsGitYqCurTkEBKZGOSRWIGBdpYas/uSOOFk31kkvUg00s1mxy/KD8+yPowWTU1esCh84Ww6KYBEYmEANpvGaG+6jvxe7Hyn3njeBU7CDwTHKpv+omlM2jDPMBOdU1MjL66uLf+m2DBa135rZQsnAp0oiua1Xx0TE8n97ZRUZ3WyKT5Oee7cufiPzz//HABWr14NADk5OZ7ZRoVCYXh4uDs7KQ6euzQ4OBjPbIoXeopZLBYAoFL712MKw+DVI7UP3pcEAP/cUfJkZiCKQEpKSnR09MWLF3fu3Ll06dIjR47ExsbK5fKqqiqbzZadnX3u3DkymTx69Ojjx4+vXLkSRdHIyMijR4/m5OTweLyCggIA8Krl3qNXuVAovHLlysSJE+Pj430eof/ZPtTwa3wI0j+VPmitDFfKqvKulPqtDH0Cm9HFxIufQYZf40OQbir93LlzNTU1Dz30EABgGPb88897panLzc2Ni4sTCG4kz6uurrbb7RKJ5HYcs59bAUEQd2KF8eK0pVH3/nDeMTv9WgDbBAAmG/FkSRxmSXg1beWlcxfCwsKysrI0Gs3HH3/8+uuv0+nd+loeKNDCxGPPfFn6wmendxwbkRbO5fc4sULfgmDwYIP4ck2AMEVaYTtQAQcAAKxAADIGThfcsARZlKQTy1Mnf32NKrCXfH/VuC7a8J0lPiY0OioI7dRxRq00XKm4rmbpyo74WMWAUyaLkjCT9b7sCCiK0CgEvcW3laEjvLKNemUn9cTTgcJTrL/ZF3AQBFhUUqvCBAgwqTdsMrt37543b96kSZNGjBixc+dOCoUyYcIEFEVxV4jU1NQvvvgCRdHVq1fn5eU5nU4URevr6zEMwx0lcLxqdVTepS+J/4U+1PBrfAjSP5U+YKwMFDIJAIiE7r7SMMwf+LHPsPU8LZafAY1f40OQbipdqVQWFxc7nU4CgXD58s00dSqVSqlUxsTEqFQq3HNYp9O1tLSYTCbcs9otYDAY2Gw2/OmT7JnfznNH6uuF5Tvf0dfXMIPC4xetFSSM8nU4fnqP11vy48yXJGXRb+T9F0FsZAKozPBo3KwPJjxHI1AAgEwm0+l0Op0ukUjUavUvv/yCq3XZsmUoil67dq2iosLhcCxevHj79u2em3766SedTsfhcFgs1qxZswoLC8VicVBQUFNTU2tra3Jysqf8nj17FixYAAAFBQUikehO5ixEyaSkT58TTBl58fF3gwK5kthAErkHn9B9znJZ4KQ6cVaSjIDeVJMTbG2EMMRpQQFDAABQqHutunlpk/4NbcXv9UFB/FChkMtnksg3hnkuF2YyWuRytUzVbLBaav9ZpVzc0lEEcI2R0qilPR0Xs6nY24kGAIwmh8PhErNI7TcNTb5/IPapPTUA8MPSOLwkJiZmw4YNqampJSUlOTk5KIpu3bo1IiKioaEBN7nyeDz8yTlz5syNGzdGR0crlUoarc13wrRp07xq+Szv0pfE/0IfavRa41wa1eZ0Mij+W3vg0T9v8wFjZZiUmR4ZIhYL+6PbyaDHb7IZagxijTPIZLXZSiXeze+H/kn3ld4+TV1BQUF5eblEIvnf//4XEREBAFKpdP/+/ePGjfv111/vvfdeTwEURVetWgUAP/7445gxYzzz27l3ob5eeOHDvyTPq+HPN2ukZfmfVo5Ys0k4LPM2nPfQhYgiGCAkD9v9kwmLH5csrNI32Jz2aHYIbl/AuXDhgkaj0el0BoNBq9WmpqampaUdPHiwsrJSIpE0NzcrlcpVq1aVlJR4blKpVEwm8/77729paXnjjTdmzZrV2NhIp9ODgoL0er1cLsfndd3yGIaVlZUlJCT8/vvvzz///J2/JoHzJwomjax47YtTP/6WEC8ODb9r0aaTDYw0LeuqTDQ8oqX7tSyx5tJtRdQamvSQoGZfILmQjNgRAgN12V0uK2Aip2aKsnVOq36cFiN3dr/nVUU9lXDffYkBrx1pVKjMQn6br9+LBU1L04VdpkodKNCIRASATur9eDgrkn316TTPkpSUFDya4+TJk0kkEgA8+eSTRqMRX9ABAAQCYcqUKQAQERGxZs0ak8nkuYJj2bJlABAdHe1ZC/cowfEsz87O7tyXZBC/0P34pNcaD+EwQzh3eSWXn97RP2/zAWNloFHIiTERd/sohihUSocrG/0MSgaxxkO5LBGTRiYOmEffHaP7Sk9KSjp27Njo0f/P3nnHRXG0D3x2r3c4ej/qAYKiggUVEUTEFnt7jb0kxhqNSfRN1NduohI1mlijv8TETjCxVzRKEaQIAsLRO1zv9ffHmvM8EJB6wH7/4MPNzO7M3nOzu/PMUwYQCASZTAYAiI+PX758OQAgJydHIBAAAO7du7d48WI8Hi8SiYwa2NvbJyYm6nS6wYMHu7u7q1Sq+vntci7t9JtQ4NBPBAAgmYkhuCD7wrahW/5q0yvu6bia0RlUMubdeIEwBHvSG7AgcHd3DwwMNDMzo1KpUqk0JiYmOTmZw+EgUfoAAIGBgQAAFotlWJWbmxsVFQUAsLa2dnVtIDWjUfvRo0efOnXKzs7OzMzMyLalw8CZUXsdWu8wb2zG0l0lifl+bDsao3PcQ7a9cptkJvR3qsXCTWcS5WdTcHQ1jqIpu8+kOMrly0srl5fqtKAmzlz0kqqBALWXxHYID8a9eRPlZVKJlkosWVt6lymrwZPtFI5hXCxFAwDgSojZ5VbXBn/MJGKPTnT9NDYvJNjJ3YUBwZBEpk5KrhDXSnZMayz0Y9eCSsD3d7LFtvXvDY/H62cHAACGYb2KISsri8FgWFlZ6asaybKhP6qR8sZ9SbrxAx2lQVCJ90BMU+id8xRH6VrwRe9N4IzSLeneEidgsd1kD65N+SCh69PUIR9hGEb06EqlEtm4gyAIsQdGjOENGwQFBaWlpWVmZvr7+1+9ehWDwUycOFH/wo0gKitgur51F2e6ycRlxa29wlagVqu/+Zfdu3fHxMQg19Vgy3Pnzsnl8l9++aXBBo1UdTB8kRTT7JQEFhYW+ph8Z86cGTly5MKFC4ODg/UNEL9xoyorKytEf6RWq6uqqgAAOBwO+erKy8vrtyeTyWq1+u+//x49enTbXuyHYhboMzTpF7v1c+NTCp+nFAn4nXBLDObTQ6qZT7Mcm9OYc9Wm9Lbl45U+VQkMrRIGAGjk8D9rvDk3rICtEmenLL5l8c8ab43izVvf6z9s8y/ZPP3CS8HHES2VNZZzwccAACAASURBVEmMR5/4Kng4AMC9DJ9NvRdbEs0AAFP8LS7P9irNrvn5TNov5zLOXcwKpGH++cTvgyIymD5trmJoHF9f34iIiA7rrns/0FHqg0q8B2KaQkc39FCaxtq8sbTYKN0PVOI9kA8SulGauvDw8OPHj9va2mKxWCQuYGRk5JEjR7y9vdPS0iIjI40a0Gg0JKibUX47S8s3BupUOxdecQ7J/M1Knl9EpNo5NDSQDkKr1RYVFSEx80Ui0b1793bt2vXtt9822DI5OXnatGkNbt0DADAYzPuqOpgWT3M2m3316lUzM7OioqKysrKAgID3Vc2dO3ffvn3Z2dk1NTWIhiIgIODo0aPZ2dnp6elDhgypf6rhw4efPn169uzZbXORrQDCwKxPJzsvHF/6fzeebz5GwsFe7taW1h2aRvFghpcfU+DhWGdvJmmyceFfVr1XFdmF8JCPeedt8XTNgO2vkY+uk6riPvOpiDN3jKhDSsoeMEN+fEWyUQIA3CZXJ/7Xg3PZWhmhBiqXNb3+oz/tMFd6/Kd+QoVGKNfYUHE4DKqk7WKgD/SeBirxHohpCh3VMqA0TXFVrS+rM1/xUToYVOI9kGYKvcE0dZ6enu7u7nK53DD1wNq1ayUSydixY5GPhg30a0ij/Hb6Y70mf5X8Qy6MKWC6yvjFxLRLbn2WbWqb62wpehNlGo328ccfz5o1Cyl//vx5dXW1n5+fs7OzvjEWi0VUCRwOx9XVFYIgAIBOpysoKHB1dUWqdDpdampqZWUlm812c3Pr+Ctq/jQfNmyY4cewsLCBAwdisVgCgYBE+gwPD2+wqqamZv78+VQqlUAgHDlyBABgZWW1adMmkUg0ZcoU5BCjU+Hx+MjIyDa8zFYCE3DOiyc4zo0qPXsjffspYmGdsy3d1p6JxXbE7redEn8sjb0cq1kQkUrENxHci+Eu1asYAAA0F7nNQMHbaghQHeWy2rdx3ZxG1SEqBgTLvqLKl/SkVzbPxh3A1svKqRTx/u/48a+//lpfUl5efvny5ZUrV1ZVVV27dm3x4sUtusTOJz4+Pjk5mUQiKZXKSZMm2djYGNbev39/0KBBXTqpCvpA72mgEu+BmKbQu4yW4X78i7tPU3SgucEt+EJxu46nR+HpaNvZQ0DpUFCJ90BaKXQYho1exI08h+s3QDDKb4dg4R3Yb+WJnIvbUi8UU20d+izbaN17aGuG17YkJCQgQS6/+eYbJycnDw+PY8eODR06VG/nr1Kpfvjhh3379t24cWPgwIFIzILnz58nJSUtXrwYqfrvf//bq1cvJyen06dPh4eHh4aGdvBVtEbiFAoF+ccwiWn9KktLy1OnThEIhLq6ujlz5iDlGAzGzMyswfbZ2dm3bt1avXp1iwfWTsB4nPPiCU7zx1Zee1x6LCbzboaNA9PBmm5pzWi200kLmVJt+bjI/vIT5YzQl40HaDD3fee1xz6UCwBQ8HDCPLKkgiAqJFY+Naex3joiUZ3eyWGpxkOl1WZHB3/jzWDVP7lWq5VK37HItbW1RZSMGo0Gic9i+qi1mmM5V/JFJUvZU9iMN6G+uFxuRESEl5eXUqk8fvz4Z599Zpj4pra2ViKRlJSUIGkjDatEIhEMwyUlJWw2u7i4mEajMZlMAIBhm/z8fDwe35HZUuqDPtB7GqjEeyCmKfQuo2WQyhQiqbTZSgaAxWDQaJFtxaui8t7unfmMROlgUIn3QExN6Ja+Ayw3X+vsUbylqKhozZo1AIDa2trq6uq9e/c+ffrU2toaWWiNGDFi6dKlSNB4Q8aPH3/y5ElEy/DXX38hyTUAADKZzMfHB7HpYLPZR44c6XgtQwdInEgkIlE/m4m3t7e3t3f7jaeVQFiM3aRQu0mhyhp++YW7OSf+TMvItLVjWFtQLazoGEx7WTdsT3LI0wivYr0nDc1uRNGAp2kMPwo55PRoZ5UEw/CQkqxUTH+xQvDOKx+EeftGJZbjnnOcfWjOM91GNXNUIpHo0aNHEyZMAABIpdIDBw7w+XwMBrNmzZqYmJipU6ciWsXY2NiBAwdmZmY+e/ZMq9V6enrOnDmz+dfetnyd/ENs1W8OzJph16+9nnKNgX8TczEvL08ul+fl5fn6+qanpxslvrl582afPn1Onjw5ePBgw6qLFy8ymUwbG5uvv/560qRJly9f/uyzz3JycvRt7OzsKBSKRCLhcDj6KDYdj6nd21HaG1TiPRDTFHqX0TKMGzFo3IhBnT2KHooJ/nBR2hVU4j0QVOiN4+LiEh0djfxfVVW1du3aPn366FUDEAS5urqWlZU5OLxjsujs7MzlcpFNYKFQ6OjoqFQqAQAkEiksLOz8+fMcDofH42E7I+kJKvEWg7cyY302lfXZVHFOUdWfj/P/fJRyM41hw2BSieYMMs2MTCK1Kty3RqOViOR8npgrVnLrRBqdbitz+BbPgvPPyFOC3us6YWjsqdOCxG/c3adWuU56mwiz9kXDjru1YuKF+L4fWQ2mNx384S0KhYLD4SD/3759++zZsw4ODvn5+Tt37gwPD7979y6igHj48OHQoUMfPXq0detWAMCOHTsMI7B0MI+qEoK9XrtYiAqrnHIERQOseiHlSqVSqVQSCISCgoKBAwcaJb4ZN26cubl5SkqKh4dH/SosFpuRkTFw4ECBQFBbW2vYxt/fPy0tbfjw4V5eXp1yvQjoTO9ptFjitRJZnUTmZmGGazedKUo7YZrTvMtoGVA6kec5BYFskwhXhtIxdGOJy1Xq17V8BwaFSSY13bon0Y2F3ubY2NgEBQXl5eUhKgMEhUJR330AABAREXHnzh2dTjdq1Ntd4tzc3MOHD3/22WcTJ05UKBS7d+/uiHG/S9LrIkcbCzs6mh295VDZLtQNLu4b5qhFUl78S97T9IIHyaIEjkospVrQKRQCFY+hUPBEIh6Hx+LxGAwGAwCEw2O0Wp1GrQEAKJVqpVKtUqikUpVYrpQo1BKBTCGWkZ1sGP28mGGB7oP9aT4sAEF/6rTrkvb98hg/oX9ak8EgZdUEeS3eeUzt2yIdEHJIZFuFUcuscos76T4HBmwwy9Q8Lnzcsu9h2LBhiH7N3d1do9EEBwdv2bJlwoQJ6enpAQEB5ubmmzZtys3NLSwszMvL43K5naVlmOE6LjqjxNZMpNMw/JkeSKFWp2M6OXv7+QUG4g8dOnT16tVevXpNnDixuvqNgkavBDSqgmEYqUJi2QIAtFqtYRtHR8f+/fsnJSVduXJl+vTpHX21/4Le23saLZZ4tVgilCuFCoUF+oLU1TDNad5ttQxKlYrLF9laMTt7IN0BE/zhorQr3VjixXyhRKks5GpQLYMR3VjobY5Wq83Ozp42bdrdu3eRyIgikaikpMTW1latNt5njoiI+PLLLyEI+u677/SFL1++jIyMZLPZAIBHjx515ODfQsQX8YRMMomA7VZZCTsFLI1sFTHAKmIA2LwYAKAWSSWvS8SvSyTZhdUv8+XltapyrpIv0cgVAOhUYjmMw2AIOADBeAYFb0bDWTBIAfZUfw8bL2cK25nkbAPVy60IQ/CBAV8Mswlc8s+W3i6lwZ6FjYyHYK7CkDQ1SQzboTwAgEaGeXXKQVxK0GnehpFQqDF/pfjX8h3uj47ua8GOyYxp8eUbhlwhkUg6nc7W1rasrOz69euLFy8uKSk5ePBgSEiIvb19//79W9xL61nX62M/M88CUfm0oeEkzBudoFSpehh7LSE+noHDslgsCIIME98YHm6UE6fBLgzbJCcny2QyIpHIYHRoahIj0Ht7T6PFEtch5lDNdk5HMR1Mc5p3Qy1DcUX1w8S0+BeZcqVy7xfLLM078+bePUjOKezPZnX2KFA6jm4scZ1OBwDQok/RenRjobcJ+rgMWq1WLpdHRUWNHDmyqqrqiy++cHR0zM3NXb9+PVxvZQgAIJFIVlZWBAJBv+EJAAgJCdm4cWNRURGXy2WxWIWFhS9fvvTz8+u46wFAo9WBf2cEStuCpZEZ/diMfuw2P/NklxGDrfxXJew6/iB+gGXR+5phCNp+Xxek72e9Pm8DY4CsBuc6sbrX0rLsX+whjM5pag1XQnqZbTnbZ+a3I5aRscRWjioxMVGr1cIwrFKp6urqqFTq+PHjL1++LBaLLS0tf/311xkzZgQFBQEALl261Mq+Wkmkg7Hv7YhRo5z7DaATCb42FkiJYeIbvQ3C/PnzjaqQEn0VYqzk5ORk2AbJnEIktvYbbg3ovb2ngUq8B2KaQoceP44bOnRY0w3bk1f5RQfOXh00MkRfMsSLxbb5MDMEuUIZn/bqUVJaYWklAIBCIg4L9J82eniDr30oH4ROp4PaO442iinRjSWeU13HkymwGDjQJOPxdiLdWOjtilKp5HK5NjY2H/rtaTSaiooKJpNJJpNlMhmBQOjgp1VicYVWpwuwtybiuuF+Q7fnaXX65heHUrhZ/o4VvZwqrWgNZHnQqmBxMREAQHWWwTidTgc4HPM8vl1WtflEl9BvAz5xpzk2s7vq6urFixf36dMH+Uin0+fNm3fu3Lk1a9aUl5dHR0dTqVQHB4eMjIzZs2cPGDAAADB37tx58+aFh4cXFhZGR0cHBARwuVyJRMJgMFatWtVGX0MbUCOR5tfyDbUM3Qz03t7TaLHEMytrRQqlp6W5BQU19uxitPk0F8kVF5My9R8znsQvnBLl7/UBFhOvXmV1h3cLTknFo8S0hPRXCqUKggDb1Wl4UO9AfzauM+JpdUsyOKWmGVYEpZ1AJd4DQYXeMvB4vK3tW41VjqCoRFJFwZICLLz0JtkNgsFgHB3frPFIpE54pdOiVgxdmWDr3ncij2fyOKdfx/yWcF2jk7GshFaMGguKnEFW4LFaHKxVqGGltY4nIdQWMWr4tpxakiWesdR7xqWhYxzIVh/UnbW1dWxsrFEhYt1jb2+/d+9erVZbU1OzYMECvbLMysoqJCQEAMBisfbu3cvn862trQEARhkxUdob9N7e00Al3gMxTaF34XW4VK549iLzUWJaSWUNUmJhRt+weIa1hXnnDqz74eNi19lDQOlQUIn3QFCht5JLhfc3PP9erBFYUjQqNaZCBM3zGLMrcDUdR2mT89+8ebOiogKCIDwej6TA/FASEhJcXV2RlR4AAIYgVNHQ1ell7vb9gM+/H/B5jqDoYUVKCu9lZmFOhZQrUsoUWjUFi6fgiC4UGz8zn0APv7BhQVZ4s3bagIFh2MbGBvm/urr60qVLffv2xeFwSAkej9f/8AyDOKB0AOi9vaeBSrwHYppC75JahteFpQ8T056/zFGq1AQ8bmh//5Cg3ueu3dNotaiKoT3glNewnU3x54vSTqAS74GgQm8NW1N/+in3bGSfTJalECmRKrGPsrhB1xKejj1rQWhteKCsrCwul7tgwQIAQGJi4tOnT4ODgwUCQVVVlYeHB7J7zOVy6+rq3N3dZTIZBEFyuZzJZAoEgsrKShaLBQDw9/dHsmBUV1fX1NRoSAwITVfWXWAzXNgMFwAmNd4sp7iiA6Y5lUoNDw9HgpuidDrovb2ngUq8B2KaQu9KWgaxRPbPi5ePEtMrauoAAK6OdiFBvQf18SESWpWYGqVJ7C1R3U3PApV4DwQVeou5WfrsSM7/zQtJIuPfJpgg49VRAa8evFJ+HPfV9YijreziyZMns2bNQv5HnN5zcnISEhL8/PxOnz69aNGilJSUnJwcNpv9888/W1tbl5WVTZ48mcvl3r59e8iQIXv27Bk7dmxVVVVAQEBtbe2rV698fHxuXDo/ZsasVg4MRU9ubu7XX39tWALDMIVCcXNzCw0NRXwHOobU1NRt27YdOHDA2dkZGdXx48eZTCboqGlOJpNRFYPpgN7bexqoxHsgpin0LqNleJCQeu7aPbVGQyETI4L7hwT1drT9MK9ClBZTKxDRyJ0ZIRmlg0El3gPpUULXKlQVVx5gKCSbcUPqpwz8UP77InpEr1eGKgY9IWzOz/fSX9Tl9LVo1aJLo9EgduaXLl2SyWQ8Hg8A4OHhUVlZmZ+fr1Qq4+Pjly9fDgDIyckRCASTJ092dHQ8efLk0qVLsVisWCzWn8rDw0OlUuXm5vJqa1ozpAaJj49PTk4mk8lyuXzYsGHNyZph5MfRSKGJo1AoioqKJk+ejFiOAADUajWPx0tPT//888/DwsJ2797dMQE+pVJpUVGRSqXSj0qfYLVHTXMUBFToPQ1U4j0Q0xR6l9EyyBVKjVYLACATiQwahYrmuu9AaOi33cNAJd4D+VChS9VyrkJoTTLHw7h2GlL7kTR2LVRcrlJqaq499j++sTWnEijF2YLSMTb8BmsxsI5tX3Wr7FkrtQze3t7Pnz8fOHDg1KlTORzO1atXqVRqSEgIDMPu7u5YLBaGYSTEtFKpxGKxVCoVAIDD4RQKBRaLlUql+lx6V69e7dWr18SJE1PzOK0ZUoNwudyIiAgvLy8AwL59+1gsFpVK1btywDAsEolgGC4pKWGz2cXFxTQaDfHjEIvFSDlyOXrnDqFQWFpaymazMRgM4ujh4+NjyqmjQkNDg4ODjQpv3bq1adOmmzdvjhkzpgPG0L9//9jY2AZ1NOi9vQeCCr2n0WKJv8lRgCYk6YKY5jQ33Ue1EVEhA/Z+sXR82GC1Wn3pVty6PUejz1xOznyt0Wg7e2jdH7Va09lDQOlQurHEIajL3PQ6mOYL/a+SJ/2vTbf4LSzg2mTz30LH3f0sk9f261WE+/fvHz58+NSpU0KhsK3OqRbLeAmZQf1YgX1dKmIetfJsVTKuGRGG4feGUaSRxMXSslb2Ehoa+uTJk3PnzsXGxt67d4/JZEZERJw5c+b+/fsPHz6EYTg8PPz48eOxsbFYLJZCeRNvMioq6tixY3///feTJ0/0K3MGg1FQUBAbG1tVWirg8drvhXL48OGpqakpKSm3bt0SiUQ///wzAODixYt37tzh8Xhff/11ZWXlL7/8cuvWraqqquvXr1++fFmhUJw8eRIA8PDhw6qqqry8vCtXriiVyv3796enpz948ECj0Rw/ftywF41OG1/9slBc0V6X0RZERkba2tomJSV1THcEAsHe3h7bUJTHbnxvbzFQd19UoULvabRY4nY0qiWFxCA2lh0JxTQxzWneZWwZAACW5ozJEcMmhg9Nz8l/mJiWkctJy86nU8nBff2GBfp39ui6M1odqsrpWXRjiTNJRJ5MZk7qMg/RsrIylUqlt8F+8uTJ0KFDm3/48+fPAwMDm9OymUL/JuXH43m/jeiVPXYQH4Z1SjUmrbhg2PX0/xu+e6zjkOYPrDk8ffqUx+OtWLGCy+X++OOPRk7vLQZLJZGcbV9llSlVGvNAn1aejUmgC+Va3fu3f6RKovUHZg2sDwRB69atEwgEGo0GcbAHAHz66acSiYRGowEAPD093d3d5XK5YQB/Pp8/Z84cCoUiEAgcHBz69u0LALC3txeJRBQKxa3/QDyBQMBgWjm294HH44VCYXp6uqErBwBg3LhxWCw2IyNj4MCBAoGgqKgIaT9u3Dhzc/OUlBT9Ge7fv7948WIYhlksFh6PRxw9Kisr9Q20Ou3IW4s5kmyxAvPjoG9muo1qp2tpPVgsVqt9O8XKyspSUlLGjx/P4XCuXbtGpVIXLVqEVFVUVNy5c6eoqEgqldrY2IwcOdLQ8eTx48d1dXX1zw/D8IQJE5D/eTzeo0ePRo8erTdg0dPMac7LSy1+8H+8/BStUkGysLMN/Mg5dBqGYIp7Za2HSsCR8TgL0zM2biu68QMdpUFaLHFzMtG8+06E7o1pTvOupGVAgGEowMcjwMeDJxQ/fp4el5R+83HizceJMAxZMOhCsZRORZMktTEkNL5mD6MbS9ySSrKkdqV35aKiIplMptcyPHjw4IO0DM+ePWumlqE5Qv+r5MmJvN/mDUsi/RuDAI/VBLlVODCFHz/6OmPSZYdWL6cN4fP5SG48JpM5Y8YMAIBWq/3tt98Qh/P58+cnJiby+fyKigoGg0EikSoqKlgsVlhYmFar/eOPP6RSKYlEmjlzJgRBhkfBMDzo7uGCH34nk0luq2e0cpCWRDMbsnlJHc3ZQlS/VgdAQaX9luBmiaBJGIx3clXAMIyoGPQfjXIEOjk5xcTEaLVaW1tbQ/t55CgXppk5rW2ybDZIUlLSuHHjcnNz9a4cOBwOhmFkjx2Pf/N70/2bTbP+3rtOp9NoNDAMl5aWpqam+vn5TZw4sbq6Wt8gi1+QK8pdHPasqJb+feYJk9Uy1NXVlZeXT5s2TV+SmZm5a9cuW1vb1atXW1hYhIWFIeW3b9/esmWLp6dnnz59mExmfn7+ggULZs+evXbtWqTBixcvOBxj06GUlBSNRqPXMpSWlm7fvj04OLi+lqHJaa7VqF/+8t+qF3+7DStnTZNg8DpJDa7keXr+30eCPj/FYPm2+EswWYhYbG+77hznqxs/0FEaBJV4D8Q0hd71tAx6zOnUCWHB40cMznxd+DAxLTU7r4Yn+Hz3kb4+HsMHBPTyYEHd3Aiu4+CJJO36MopiapiCxC9evKg3kqfT6YYv6ACAqqoqsViMLFRkMpmNjY1+AVZSUgIAcHJy6tjxdihGq+iMjIzi4mI+n6/T6f7zn/9gsdgrV67U1dXR6XRkCZeammpjY2NnZ1dRUVFTUwPDcG5urlqtnjp1qn75HTJqjE6l+PXXXyEI6t+/f33fcgDAt6k/jPB7RaoX5tDeTOLvXL4v88z+oPVteJmjRo06duxYXFycq6vr2LFjAQDZ2dm9e/fu06fP9evXX79+XVxcbGVltWDBgm3btk2cODEqKmr//v1hYWExMTF+fn69e/fOysqKiYnx8fExPIrNZhPsLLx3r2ircW70X7Yts/Y/QxIx9fwmXhTYMnGOw+36tlVfjaDTaSWVxRgcnmRpj5QQicSZM2e+r307TfPY2FhLS0uJROLk5GRjY4O4ctja2mKxWCMlSJOMHj366NGjbm5udXV1FhYWBQUFHA6nsLCwtrbW0tISAGBHtpQq4exy86IaSy8Gq82vpU3IysravXu3s7Pz5MmTDcu1Wu2+ffs2b94cGRmJlHC53K1bt86ZMwex/kCIjY3dtm3btGnTHB0dAQCrVq0yOv/169efPHmyefPm5gymSaG//GWTtPzqiC/ysYQ3O2NUK6WNb15FRlX8nv8M3fInxcbZ6Crmz5+/fPnyQYMGNWcAhlRVVV27dm3x4sWNtCkvL798+fLKlSslEkl0dPSmTZs+tBcUU3igo3QkqMR7IKYp9C6sZUCAIMjPy9XPy1UoljxJfvkoKf35y9znL3MtzRnhg/tGDg2CUGVDq7FhtjbZO0rXwhQkPn78eK1Wu3fv3g0bNtQP9kYkEnU6HQ6HAwAkJyfj8Xi9lqHBlUxxcXFmZmZUVFR7D7s9uHHjRlZWFvI/l8sFABitokkkklqtnjt37rNnzxISEkgkEgRBS5YsKS8v/9///gcAKC8vJ5PJdnZ2IpGosrISg8HU1dUtWbIkKytLv/wW82pTnmaNHj3ay8srNja2/jDEKlk2r2yclaDBQbLtK2+mP25bLQMWi0WWW7m5ud9+++2BAwdYLFZMTExycjKHw7G3twcA+Pr6AgDMzMx8fHzAvzvk+fn5yIrO19f35s2bUVFRRke1LfM9x90oe3QpQR0VkEEnKZFCnQ5KKrBPyvN8OnZfBzh+V714kHbiCyxOqdEALJHZ99PDZm5N5Hdoj2k+ZswYowCHRq4c8+fPR8qRf0aNemN9MH36dMNy/UlWrFghlUqRYJaIo8eECRMw/3p5WBAYF0K/3/nyqA/V8fvAtvzttZjt27eTSG+spTQaDZfLlUqlAwYMiI6O1pcjqNXqkJAQvYoBABAfH6/T6YxW3VFRUdu3b8/NzUW0DEakp6dv3759zpw548ePb87wGhc6Nye5OvV66Pq3KgY9dv4iaV3pyzNfD9zwm2F5QkJCZGTk9evXW6Bl0Gg0Mpms8Ta2trZLly4FAJDJ5HXr1n1oFyjANB7oKB0JKvEeiGkKvctrGfTQqZQxwwdGhQzMLih+lJiWnJl7/vrD/n5sK3NT/N67FsWVdT6stn81RzFZTEHiiK0vBoNBFidGpvJisZjH4xm+tSuVykuXLs2cOZPP5wMAIAgy3JZ/8uRJZmZmQEDA3bt3DS3nU1NTjawAOudqGyUqKio8PBz5f9u2baDeKtrb27tXr14AAAsLi8LCwvz8fESfYm9v7+7u3uA5ETcKw0V70FB8WFjYqVOnqFSqvjtDeEohBffeMIcUvJqvFDdY1WJOnDgxYcIEa2trLy8ve3t7mUx25syZKVOmWFtbX79+HWmj1yMj/yC2G3Q6XSAQMBgMPp9PpVLrH9W2QAD6ffje/6X+fODhbywLBZ3CU6tJnGo6m+6RMG6nG80BAJBYIt72oNSGgt8Z6WRNbeOsHILCrLRjq4PmvzZ3kQMAKjJoid/NHb77NoFh2chRHTbN67tyfNCxiIoB/OvoYaRzjHAYEOEwoJUjbEOGDh2q92/SaDQikaiqqurp06czZ87cv3+/UWrP0aNHG34cOXLk8OHD9b4kCDweT6vVyuXy+n1VVVWtX78+KCiovoHD+2hc6IX3TnmEltVXMSC4Dqt7vTVNzq0iMm30hTdv3vzyyy93796NzLiMjIzbt28jVRUVFd9//z0AID09/dKlS3g83t/f/6OPPqqsrHz69CmSM0UqlR44cIDP52MwmDVr1tDpdADA/fv3nz17ptVqPT09o6KiHj16NGHCBI1Gc+XKldmzZxvWzpw5s6SkJCkpqbCwUC6X29raLly4sJlfRc/BFB7oKB0JKvEeiGkK3RRfqVsDBAEfN2cfN2exVFZdx0dVDG2Cp5NN0406ilu3bg0bNszwnTU3N5dGo9nZ2TX/JGq1+sWLF0FBQY20efjwYWhoqP5jSUmJQCBoTvr3boBJSRzB5um+swAAIABJREFUyFReo9FUVVXpndIVCkV0dPS8efNgGEZCoyUnJxtuywcHB9NoNB6PZ2Q5X15ebmgFMGRIG8cvbCeMVtHAYLENADAzM6usrLSyskK+JQAADodDdCvl5eVIG0SfYrj8trFmFhcXf/755xAEbdu2bePGjUarHWuiuVStU2lgHKaBRQhXSnCkNLambQFjx46Njo4eOHAgj8ejUChkMpnNZl+9etXMzKyoqKisrMwoToGeqVOnHj161MPDIz8/f8mSJampqYZHBQQEtO04AQAYCN7a99O1vebcLU8qElfQcZTgvr17mbshtTKVdsKZ7KAgh6w66ZKrnD8/blVWy/rk/33IK6IEUTEAAOz8RbV5NcUPL3h+tLyRo0xwmncDGsxkKZVK169f/+WXX169etVwWtna2ho2w+PxeDxeLBanp6fn5uaWl5cXFxdnZGQ02JFMJlu7di2Dwdi5c2fzU3s2LnR+fqrnEMn7amGMjumm5eWn2zEjkBIej4c4wowaNer69euzZs3y9/f39/cHAMTExCDTs7a29vfff9++fTsGgzl27Fh6ejqFQjl37tyRI0fUavXBgwfPnj3r4OCQn5+/c+fO3bt3c7ncR48ebd26FQCwY8eOsrIyJA6FVqvNzc01qq2trRWJRDExMSdOnMDj8YcPH87KykLsm1D0oDO9p4FKvAdimkLvSloGtVqDxTY3GrZKpZYrle06np5DZkFZHw/nptt1CNu2bRszZszGjW9T3N+6dYvNZjdTy3D69OkFCxbIZLKzZ882rmXYt2+fXstQUFCwa9eu3bt3t2LgXQmTkjiCkam80QL45MmTNBrNML5dg9vy9e3tAQCGVgAdcSVtgdEqOj4+3rB25MiRe/bsyc7Orq6uRvYGAwICjh49mp2dnZ6ebqhJMVy0J6dnThoXtW/fPi8vLzKZbPQNAwAIGPwwW7+MEk4/ViWox8tilxkuY9v2Mu3s7LZv315ZWUmlUpELCQsLGzhwIBaLJRAICoWCQHiTK2TlypWG/1hYWHz11Vd8Pn/q1Kn1j2rbQRpihqdNZYXVL6+VqLQQ8PU0r7Eg/vOoqPUdyTSKJ5VpJZIqHIxlM5zlZa/dgt7Z6zZ3ElYXN7w61WOC07y7QiaTP/nkk4ULF6akpOg9C3A4nJGJh0qlOnTo0IULF+zs7Dw8PKytrYcNG7Zq1aply5YZnVCn03377beVlZVnz57VJy5tDo0LXSNX4IiNBSrHElQauVT/8dq1awEBAeXl5S4uLmfPnp01axZSnpKSkpKSgrhrxcXFsdns1NRUAICzs/Pjx49Hjx4dHBxsbW1dXl4+bNgwBwcHAIC7u7tGo1Eqlebm5ps2bcrNzS0sLMzLyzNKqGFUi3iQhYaGIvcrT0/Pmpqa5n8bPQR0pvc0UIn3QExT6F1Gy/D4ecZv1+7u++pTCqlZSVb+fpTw+Hn6z//7vL0H1hMwqR+uubm5UqlMTEwcMKAlVrKPHj1asGDBBx1SVFS0a9euXbt26RPIdXtMSuIIjRu9L168WCKRxMTETJo0CSkx2pZv5CQmHrrFaF/0m2++AfVW0Xondi8vLy8vLwDA1q1b+Xw+nU5HNjmtrKw2bdokEommTJlieLb6i3YvLy+xWKz/Go3Y2/+L4Tcy7cxFdox3NjxTi6xr+fafjZjW4FGtAYZho0gK+jWVXsXwPszMzFpwVHvgZEYY6ES7/GeOWKbeHNaAd33zkarlW1J/+in7soOZmk4SAYCt5FM+1YlYFQQz57eKBkEFlWrXxI6uCU7zbgzyMzZMw1n/zvPjjz/++eefBw8ebPLpdvTo0bi4uMOHDzcYrKERGhc6ydJKUosjMozDu+qR1JBIVm/n47Nnz/z9/ZGAu3g8/tWrVz4+PuXl5b/88st3332HtBGLxVqtViQSAQCIRGJERAQwyJZiqGchkUhKpbKysvLgwYMhISH29vb9+/c3GkBJSUn9WiRADwAAgiB9yhIUPehM72m0WOIlfFGVSNLL1pKE6zLLQxQE05zmXeZnVMcXKpQqmVxhpGUQiiW1PKGbk/E+tkqlVqre+6RE+SCe5xQEsl07exRv+fzzz9esWePn52e0EVReXr5v3z6VSqVQKJYuXdq/f3+1Wn3o0CFbW9urV69euHDh1KlTJSUlGzduROKunz9/Pj4+Xq1Wjxo16n2hs4qLi3fs2LFjxw4LC4tm9iIUCr///vu6ujocDjd37tx+/foBADgczk8//aRWq5HA/iEhIe38JbUKU5M4eHfXvayszMi1AY/He3l5JSUlIQ4CSInhtjyVSn3x4oWXl9fvFy8qMHhRTZVz+1jOdySGq+gmazEYTIPt9cvvjMLyQLYrHo9vRJvWm+nxy7Cd8x//tw+r1NuuioxXcyXEjGKXWr7DrVFHKVjTTRH6559/CgQClUplZWWlT/j3QZw7d2727NkAAK1We/HiRSSz5vvgcDgqlYrNfusZ8efH7GdFIksKlm3V8m+pRs4Lv7UYR85dMiKXRnxrrMe1MH9xzsrMSU63VwAAanLIpcnWITubUPok5peY06kelmYmrmgz4vr16/XNjvB4fOOpCjodZNcdMcl5H7dv354yZYqRikEikRiFSLx169apU6e++uqrxs3xGqTxe7t1wJjSlGwL98IGa8U1eEkdbO7x5raZkpLSt29fJDQjAKCwsPDChQsuLi67du369ttv9eo8Hx+fjIwMxDAwJSWloqLCUDOSmJio1WphGFapVHV1dVQqNSYmZsaMGcilXbp0qU+fPoZjiIuLM6z90MtvEKVak1fHt6aSLSmmewdrDSb4QEdpV1oscaFcodZqpUoVqmXocpjmNO/yP6OYe0+fvcg8umVNZw+kO2NqP1w6nT537tzDhw9v2LBBX6hUKtevX79jxw5XV1eJRLJ69eqNGzc6OjreuHFj2rRpv/76KwBg4cKFcXFxO3fuFIlEycnJ06dPP3DggFKp/OSTT4KCgoxcZAEAxcXFn3zyyYYNG6ysrJrfy1dffbVixQpfX1/EF3fz5s02Njbbtm3bs2ePtbW1QqFYuHBhcHCwaQYaRDAdiSNb96Dernt+fj4EQUav48j7ro3NG+c0w215S0vLdevWkUikjJIKoVJFJhH9rMxBQ1YAPZZmCv0j55C0jy7syzxzK/UJTylxolhOZ41ZMWKGKasYkpKSiETiRx99BAC4ePFieXm5vb19dXV1TU2Nj48PDMNSqRSDwXA4HBcXF0R3KRAIqqqqPDw89B7vWCy2uLjY2dk5JSUFuVfo28hkMgiC5HI5k8kUCoXV1dVSqRQJhGF4niEsWmuuQqvTTri3kmmRGurDMaoi+/M4UzSaIy5Ucwivw6tVlMA1h0hM4xuaEToMXPUo2dzb1dKv4RChpsnt27fpdLrR4rNdb6dxcXFEIrFl1nN6kPCHiNL5fchksvoX8scffxh+zMzM3Lp167Rp0xA7pg+l8WnuGjnvwbrTta+rLT2lRlVaDZR20c3zoxUw9o3hQGxsrF7FAABgsVjFxcXR0dE6ne63397koViwYEFQUFBcXNx3331Ho9GKi4s3b95cWlqqP8rNzW379u0ODg4ZGRnz5s0DAAwdOjQ6OjozM5PL5VIolFu3biFZSxGMam/evDly5MgWfA+GCBVKoVwBAdBdtQym80BH6RhQifdATFPoprvOaSZKpUqpUnX2KLo5L3KL+nq5dPYo3iE0NPTOnTvJycl6m8m4uLihQ4e6uroCACgUysKFC69cubJq1SoIghYtWlQ/OJa7u/uwYcMAAHg8vn///kVFRUZaBq1WGx0dvXv37u3bt/ft2xex8Gyyl/T0dEdHRyT6FJlMnjVr1t9//z1v3rw1a9YgUQMgCCISiTU1NR8UrrKDMUGJg3eN3m/cuNHkS7bRtjxyOJFElAFI10mW86ZM84XuTLX9YeCXAHzZ3kNqK549e7ZixQrk/2nTpgEA0tPTEevu48ePL1u27N69ewUFBaGhoUeOHFm4cGFNTU1CQoKfn9/p06cXLVqEHDhy5Mhr167NmzcvISFh6dKlOTk5+jZmZmZlZWWTJ08Wi8V//fVXcHDwlStXPvroI8M2+vO0mF/zb9aqc2fXUzEgCAKFCb7y27F9z4Xv8/YcBGGajmEkXrQL87ooVa7y+GYRa+W0+Pj45ORkxGp90qRJmZmZgwYNajA3hEAggGFYH3u14+nXr9/EiRM7rLuXL1/SaLRmahmys7P1/+t0OrlcXllZGRcXl5ycvHbt2sbtj8LCwq5cuTJkyBBEh1JSUnLu3LnExEQymSwUCrVaLY/HW7dunbu7+4IFC4wCFgAA6HS63nfgfTQ+zXFkev/VPz8/sNhnbLFTEF9v4yKpxaVddCMwh7pFvc3gsGXLFqPDDx8+3OBp161bJ5PJJBIJoi9wd3dHct/Y29vv3btXq9XW1NQsWLAAeUyzWKy9e/fy+XzkiSmVSvU/QgiCGqzVh3vUJ0b9IHRABwDoxo4WpvlAR2k/UIn3QExT6F1ey4DSAZimt88XX3yxdu3ao0ePIh/Ly8v1+cMAACwWCzGndHBwaDD+tuHbHg6H02g0Rg0gCNqyZQudTl+6dOmmTZsOHjwIw3CTvRQWFr569Uq/A69QKLy9vTEYjFgs/uabbxQKBQaDEYlEJu47apoSNwRNnN7mmL7QWwwMw0Y3AQ8PD5VKlZubq/eTj4qK8vT0tLCwePLkSWFhoYeHR2VlZX5+vlKpRALLMZlMLper1WoBADgc7tatW/o2/v7+kydPdnR0PH369OLFi/F4POKFbthGf54WcyTn1wGerxvxbSCRlVS/uguyl5sxTadKkZVWa1JzwyL8RUJpysHzrJXTuFxuRESEl5eXUqk8fvy4lZWVRCIpKSlxd3fHYrFisZhMJsMwLBKJkpKSIAhC4qrqTUKkUikMw/r2rbnSVqJQKB4+fFhaWuro6BgaGlpXV6dWq52dnXNzcxkMht7WCRk8n8/38vLKyspydnZWKpUPHz7k8/ne3t6DBw9GHElycnLKyspIJNLTp0/rJ4+oz5EjRww/4vF4a2trNze3gwcPNnn4F198IZFIFi9eTKPR1Gq1UqmMioo6efLkrl27fvjhh3/++WfWrFm1tbW1tbV6IyxDmtNFk9Pcwjto8KYL6ae+yLldaOEmx+DV4hqKqBz2mPCp+7ilENTcZBZGkEgkw8TDhsAwbCgU8O+XhvyvVzGcP38e0Ro3WIvSCN343o7SIKjEeyCmKXRUy4DSNJkFpf7uTp09CmPMzMxmz559+PBhZFOayWTy+Xx9bW1tLRJJocXvuxAEIT60I0eOTEtLQ/Y8m+yFwWAMHjx4+fI3CeQ0Go1arc7Kyvrtt9++//575JVo/fr1LRtSh2GaEkdpV7qx0Fkslj6/3Z07d9zc3OLj43v16jVx4sTq6mqkjVKpBADI5XICgUAgEEJCQmAYNlowu7u7X7p0CfEJN2yTnp6uzyeK6CsRd4n3nacF6IDuRW3ByAHCxps5W9c+LHq2GRinJKgP3oKhwUClRTVCsZzq/WYDJC8vTy6X5+Xl+fr61tTU3Lx5s0+fPidPnly2bNn169ejoqJoNNrly5fpdDpymYYmIebm5gqFQt++NRfbGmpqapYuXcpisQYPHlxaWrpkyZK+ffsSCITly5enpqampaXt2LFD3/jo0aM+Pj5eXl6HDx8eNGjQ/fv3IyMjkYSI58+f37dvHxaLLSgoqKqqwuPxqampja/h/f39nz9/3sxxjho1qv7GO5FI3L17d3V1dWFhIRaL9fLyQn5Xu3fvLisrYzKZZDK5OV0YjsRoVM2Z5nRn9tAtseKKAn5+hkYps7d0YHoHYvDNCrzdfvTv39/Dw6Nzx9BF6cb3dpQGQSXeAzFNoaNaBpSm8XI2Udv+iIiIu3fv1tXVsdnsAQMGfPXVV1OnTkU2DC9cuDB2bJvl1Vu9evWyZcv8/f2b7KVv377Hjh2bP38+olCIjo728/ODYbh3795ICZfLRXJ6mTImK/EmEWbkSzlleAuGWZAvTGjCeBjFkK4r9CaJjIw8cOBAZmamTqeTyWQRERGvXr0qKCjgcDiFhYW1tbUAgHv37hUWFubk5Hz66aeenp5nzpxxcXEpKyszjOAYFha2YMGC8+fPAwAiIiL0bfR+45GRkUeOHPH29k5LS4uMjDRsY3ieFiBSSXEYGAs3lmUQAEDFq2oV/MbbIGBIBPrJTa8PXmT6sv13vdGKKpVKpVJJIBAKCgqoVOq4cePMzc1TUlKMjnVxcUFugIYmIebm5u9r3+YkJiZKpe8EDggJCUFiCh47dmzw4MH6kD3Dhw+fO3funDlzAABRUVE//fSTWCxGlu4ymSwuLm7t2rVIy5iYmLNnzyJVM2bMWLJkyZUrV6ZPnz569GgOh0Oj0T7++OP2vi4Ea2trw6S8AAAIgj40l8T7aP40p9q5Uu1MyNFX7xaB8qF043s7SoOgEu+BmKbQUS0DStMUVtSwTfLnCwD48ssvEf98a2vrOXPmrFixwtPTs6CgIDAwcPDgwcj+pCH29vZ79uwZPXr0B/WCxWJ37dq1fPnyQ4cONd4LnU5ftmzZsmXLevfuXVFRYWdnFxkZKZVKr1y5smfPHo1GI5PJhgwZcuLEiW+//bb1l99OmLLE34cwIz/tP9+qa3g0JlUhU0rFcp99qx0/jurscXUZuqLQmwkOh9uwYUN1dTWFQkHCc4wbN04kElEolAkTJmAwGADAzJkzKRQKojR0c3P79NNPJRKJUegBKpV68eJF5P8G29jZ2a1du1YikeiVjw2epwVQsSSVRqfRQhi4MWcriQLLJDSWxcAQjL8H+cTX3vbWhH/Difv6+iIxUA8dOkSlUg3tL5AsAAAAofCtPcXVq1cNTUI6zFFCLpeLxWLDErX6TUqpW7duGaYe8PDw0Bsg0Gi04ODgO3fuIBFh79+/P2DAAH3ShylTpiAqBgAAkh4oJiZm+vTp7X0tHUw3nuYo7wMVek8DlXgPxDSF3sW0DHtPnMdg3nELFAjFWq3u6/0njFoKRBKA0kY4WJl39hDecu3aNcOPTCbz/v37yP9hYWGhoaGlpaXm5ubIaz0ejz927Jhh+61bt5aXlzs4OBw6dEhfaBgo+30dWVtbIy+vdnZ2jfcSEhIyaNCg8vJyS0tL5LWVTCYfOXKkrKyMQCBYWVnpdDqjV2RTo0mJq/hiUVYBxcORYG0Svw3J65KE8M98vWwdevkgJSKB9PmGQ1qlynlRS9IW9kBMapq3B0b7w8jkReI1ODk5EYlEfXhRpLxJ1UCDbYwK2ypKIgzBvZlOhbVZ7taCRpqV1FkOtx7czHNCEKR7N+ZdbGyspaWlUqlksVhG2RMDAgJ+//13BweHkpISCoXy+PHjXr16MRgMvUnIB15QqwgJCWkw+qNQKNTpdEaC9vDwQKJpAAAmTJjw008/IVqGa9euzZ0717CZ4VHOzs76mB3diW4/zXsO1XIeE0/Hwm/ivF66dEkoFJaWljo7O4eFhTk7v3HSTkhIsLGzNzwwISHB1dVVP03qp901xKj2+vXrVVVVQ4YMMUzJ9L6uAQBPnz718fExN0d/dR0KOs17IKYp9C6jZWA52NCpFJlcYVSOwWCoZJJYIjMuh2Efd5MLttlF4QolVFIn+2Q2ExiGDZ9w9cHhcC4urf1hNNkLHo83DBIJ3jV5hSCoE8OzN4fGJV719z/p8/9HYZDFfIn3zuXOSzsu2Pv7yFp9wINl6eBkoS+hMchBga5Pv/rRflo4lk5p5FgUhOZPc61We+zYsU8++eTtsVzuzZs3Z8+ebdRSqVReuXJl5syZTZ6zsrIyPT3d0FNdLpf/8ccf8+fPb9boW0dAQEAH9NJKPmHP/i6H4279Xrd8mRKbXmx7cvz4Zp/yHRXDmDFjGowpiIjAw8PD2dlZo9Egy3tHR0cYho1MQpBwiR0jsgYhEolKpVKr1RoG+1QqlXoji6CgoB07dhQXF+NwuOLi4kGDBumbKRTvvF1IpdL3RSvs0nShpznK+6iU1UXd+bRAVAZB2OPB305lhQMApk6dKpVKf/31V2QCSiQSJL2uv79/NV8sFov1wVn9/f2RaFZGaXcNk/vWr0UoLS2dP3/+6dOnDbUMRl1zudy6ujp3d3cYhuvq6mQyWU1NjZOTEzKhDHsRCASVlZXIyxKBQDA8sMO+zG4JOs17IKYp9C6jZQjw8fhhExr4p3MgE1sVGr1LoJEpyn6/XfnHbWEGR8EXYckEsr211fihTgvHUzzaxiG2C9GIxHUabfqCbQP6uzLMKTKp4vHGIzYTh3euRYNWrqx7ktpvdB+jciqVaGZBq32YYjthWKcMrGvR/Gmu0+n++ecfQy2DRCJJTk6ur2VQq9UpKSnN0TIIhcKcnBxDLQMGg0FSxtZn3bp1+/bta+Zouw3zPcf/mHPun9zqIV7F9Ws1Wujai96LvCZ50Jt7v4Ig6IOS3RjmyNA7FxiahHQ6eDze0dHx5cuXvXv31hempKTok1BCEDR+/Pi//voLj8ePGTPGcNjJyckhISH6jy9evHBzc+uwkXcYPeFp3u3ZkLyPzkxeM4RTLSQv+WfraIdgKs5YI3bz5k0kvW58fLyLu2fik4f64KxOTk4BAQFqtdow7a5Rct/i4mLDWv1p5XL5nj17DG/+RqSkpOTk5LDZ7J9//vnTTz8FAFy8eDE0NPTo0aOLFi0qKirS9xIeHn779u0hQ4bs2bNn7NixEAQZHYjSYlo8zWEIAgDAcCO5jFBMFNO8t3cZLQNKJ6LWNBFyrKtTGRuXufw7BhnvZEs3H+hKIOLVKo1YLK+6Eff056t2M0b67l8Dm+QEbicakbiiqg4CgGFOAQCQyASqGUXyuqRztQxKnhCLxxn5UiGQCFhF5TtZ5WEIBgCgj9D6tH6aC4XCoqIi/Uc7Ozsk4qlQKExISCCRSIMGDdLvKmdkZFRUVPj6+tYPa1dVVYXBYCwsLBAtg0AgSExMJBAIgwYNwuPxHA6npqYmIyPD399fp9OlpqZWVlay2WxkTahUKmtrazEYDLJKNNxw6+pgIPiv8B+H31ggklFCvF+TCWp9VbWQdCvNrw99yJ7AtR9ySh0AADFA6Db85z//iY6O/uGHHxD1xx9//JGXl6fXMgAAxo8fv2TJEgwGEx0dbXjg9evXQ0ND+/btCwDgcDjnzp37/vvvkSoMBlM/1XEXpds/zVsABCDQpR4KmbzXAd7VAABrupRK0JZIqnzMWPWbIel109PT1VotAMAoOOu9e/cM0+4aJfc1qkV48OCBp6dnUVGRSqV69uzZ4MENOGfFx8cjObZycnIEAgEAYOzYsR4eHubm5nFxceHh4fpeHj16tHTpUiRLbv0DGQxG235pPYoWT3MWkyGUK8yIhLYdD0oHYJr3dpPYf0AxcdTqbvKC1SD5e85mLt7Zz9c+sD/LzoFJJBEgCMLhseZMqre3fWioj+pB4tOhS1XcJnLIdScakTjRzhIiEqoreAAAAU8iEUhpvTp5xw9vwVCr1CplA2MWS5UkZ1vDEgczGgmHc6SbtMdKp9D6aS4Wi/P/Zdu2bS9fvgQAlJaWbt68WafTcTicNWvWIKFSDx8+fP/+fSwWe+LEiXv37hmeJD09fdeuXSQSSaVS/fDDDwKB4IsvvsBgMHw+f/Xq1Wq1uqysTCaT5efnAwD++9//vnr1ikqlnj59+uHDhwCAqqqqDRs2/PHHH2Qy+cKFC4aBALsB9mTL5Al/9CP958i9AVcSg+699LiT4f3rk0Hnnw1Yy15/OWw/BvqAZzodi3Vg0AhYTPsNuJ3Yv39/eD2qqqoAAJMnTx48ePCMGTM2bNiwcOHCFy9eTJ06lUh8a0dqY2Pj4uJibm5u5Dq3du3aQ4cOrVy5cu3atStWrFi9erW/vz9S5ePjc+HChQ0bNhjFquiKdO+necswIxFsaGR7BrWzB9JcxjiEPnvtWSMiJRfYAi3lfeZLeoMjjVoL6gVnNUq7e/XqVQwGM3HiRCsrq/q1CBkZGVFRUUuWLDlz5kxd3Tvqez0wDCMWUkqlEofDgX99kTQaDRaLNewFh8MhVUi+mPoHorSYFk9zEg5rQ6N0M9VzD8E07+2oLQNK01BJ3VavWfb77aIDfwwd4kUgNvxUw+GxfQNcsl6VJU/eMPDuj1AXfCNvAY1JHIL6XdyZMm2jLrNMB0G9f9mMM+vklzMYj7MdN4TzKo/Nfie+Lq9OLBHJLYb3NSwk47B97K06doBdg9ZPc3t7e8RpPyYmZtCgQaGhoVKptLy8/NixY8j7LpFIvHHjhr+/v0Ag2LRpEwAgNDR01apV4eHhyBlSUlJ+++03RMuA6CNev37t6+sbFhYGAKDT6XV1dcOGDfv9998nTpwok8l8fHwQNw02m33kyJHQ0FAAAIlEWr16NQBgyJAhK1euRHLQmCAVFRVpaWlkMjkwMBAx+mgOdBzlyOBNu/qvvl/xvEhciYUwvdhuQ2364OAPeJorFAqpVGpLo5jRul7IEiMbhPosWbJkxowZFRUVVlZWTCbzq6++8vT0NGxAoVBGjhxpdJSTk9OpU6fKy8vFYjGLxTJ0DwkJCXF3d9dqtd0gUkM3fpq3GCwMuzLNOnsUH8A3AUtlyfKY5HvudMc7kRubnPsNmlIbpd01jORaW1trVIscMnDgwDNnzlhaWhKJxJycHCOfI4Tw8PDjx4/b2tpisVjktnb//v2ioqKMjIwVK1Y8ePBA38uCBQuOHTvm5eWVmJg4ceLE+geitBh0mvdATFPoXUbLkJFb8E/Kyw9yIqVRyDPHjMD2jGVhu1InlHTFl9EmUdYJMlftGzzA7X0qBj0+3vYJSZziE3+6fDK5Y8bWuTQucfOBvcKLYuQVtQQbC6ghP4WOx2ffmidB82FQ4eZhg7hOVFfw0jLLep/+FmOSd14TpPnTHIIgfdB+BMP93Mf9AAAgAElEQVR4eykpKXFxcXprcz8/P/2WWlBQ0O+//67T6aqqqvRrRWRdBwBIS0tLTU3t06eP4VrO398f2UYePHjwiBEjzMzeLgZIJFJYWNj58+c5HA6Px9Pv1OmTBWAwGCRLpQkSGxubmZkZFRUlFAo3bdq0YsUKd3f35hwol8ufPHkycuTISS6hLe4deekPGDSs+93YV61aNXLkyAkTJiApKktLSxMTE9etW6dvUF1dnZ6evnnz5gYPt7e3b7DcwcGhPUbb8XTXp3mPAg/jvg9a933QOqNyMpmsT5g1ZcoU5J8xY8bkl1Xrc7IaBmc1SrtrFMnVqBYAMHDgQH9/f4VCYVho1LWnp6e7u7tcLkc0BePHjwcACIVCJLKsYbxYDoczZ84cCoUiEAgcHBysra0ND0RpDeg074GYptC7jJYhLTs/Ie3VBx2CxWLGDh9ozkBNo1uLvWVXUvM3n4L95+ztzGj0ph9pEAT5su0St5xwXvxRNzBnuHjxoj7pPZ1ORwKtOzk56Rs0LXEIIv5rEVBeXi6Xyzs3UhrBljkk4eTLT/feuf2CYkaRS+QEa2a/S7uNDBlQGqH50xyGYSMtQ21tLWJnW1paevTo0ejoaL3SQa1+Gz5ArVZjMBgYhkNCQvT7Y4sWLUJSSBIIhB9++GHnzp2ZmZm9evVCagkEwt69e/l8fkpKysaNG9esWaMPtZCbm3v48OHPPvts4sSJCoVi9+7dSLnpW3vW1tbGx8fv3LkT+divX78ff/zxyy+/BABIpVKtVovoZaqrq62trWUyWXp6Oo1G8/X1BQAUFBQ8ffq0b9++FhYWKpUqKyuLRqMhs08oFGIwGA6HQyKRPDw8Xr16pVar9Wb/RucB/0q8frmJo5HIuf+k8Z+/EqfnSfNKFDV8jVyhVakxBAKGRAi3Jp9KiX7462W3Xt5iPIh7/Hj9+vXIjxMA8L///S81NXXlypXdwCqhZXTXpzlKI7xP6EZ5do0iuTaYhZdMJjepBYBh2KgNovIz6sXZ2TkmJkar1dra2iJpNesfiNIy0GneAzFNoXcZLcN/xodPCBtc35ThwC+XZArlxmXGsc0BAAQ8jkjoQRH72o+CihpfVjfZyTGk/Pc7/dk2zWxMZ5CJZAL3n/RusHAdP368Vqvdu3fvhg0bYBiWSCRGDT5I4qWlpXw+v5lahuLiYmQL98NG3AyI9laBf36n4otlRRU4CwbJ0brNu+jefJDQPTw8UlJS+vXrh3y8detWcHCwRCLZsmXLli1bEK0BQnp6ekVFhZ2dHQDg7t27ffv29fb2PnToEOLIoFQqN2zYcODAAQCAt7c3Fotdu3bt119/jZQAAO7fv19dXT1z5sywsDCRSPTq1Su9luHly5eRkZFIIvdHjx59wKXqdLX3kysv3RUm5yhq+RginuRsazUhxG7yCIIt8wPO01KeP38+YsQI/UcqlYqoGAAAqampSqUScf04ceLEqlWr9uzZM378+JycnOfPn8+dO5fL5YrFYpFIRKVSd+zYMXLkyOzs7H/++efjjz9+8uTJkydPxowZc//+fYFAEBgYqFKpXr16NX36dLFYbHgeRLFYUFHjbMkwOn8HXH7LUPHFFRfvlf1yTZDBYdgwzCkEKzKBwiQS7J0wGBiGIY1Wq1Fr5TJlb5HD8xxecdp9vFixOHAQv4b+Q1yZWK3T6oDKI3Ti8Km9+hibjaxevbp+FNJuSZs8zXk83rlz5xgMhlQqXbRoUYMWQwkJCa6ursjqEaVzMc1XOCKR2Jz0QygtwDQljtKumKbQu4yWAYIgOrUBUxDk9YJhelYi3QkvJ9umG3U1lLUCJV9EN2s4VV6DWNIJvKfdQcuAxELDYDDIvkFZWRkA4PXr13w+v6KigsFgEAiE+Pu3WCxWWFiYVqv9448/kOzxM2fOfPXqVW5urlqt1ltgNsilS5cEAgGRSJw1axafz//1118hCOrfv39hYWFmZmb//v2tra0N27RVJjycGRVn5tl0O5R6fNA0X7Vq1ZYtW27cuMFkMrOzs1ksVmho6P79+1Uq1dmzZ5E2AQEBoaGhgYGBx44do9Pp1dXVJBJp2bJlMAwHBQWtWrWKzWbn5OTMnTvX0PqARqPNmjXrxIkTixYtAgAMGzbsq6++KiwsJJPJBQUFW7duBQBAEHT06NGJEydu3ry5qKiIy+WyWKzCwsKXL182GZmcF//y5Se7AU9gb0W3Z1IJNvZajVYsFlQfuZD7zU8un0z23LwYxrdv7DE+n+/j4wMAEAqFP/30EwBAJBJt27atfkuFQrF06VInJ6fa2tqDBw8CAHr37p2SksJisWJjYydNmoTkRNi5cydiXRIRETF06FBkkxAxUUYsJozOg2gZvJxsBXy+0flNEEl+af6OXyquPrSyNXOzYViO7tNgQhlEZhQq0cKKTsU4/Uz3+D8z11oYb1eDp2uFWCoJgoAWdvgrW7H+cToZh5kTYPnJIFtHBh4AgOiqegJt8jS/du3arFmzmExmRkZGRkaGh4cHmUyGYVgkEtFoNIlEAkGQo6OjhYWFWCyGYbikpMTd3R3xaaqurq6pqfHx8ZFIJEgVm80uLi6m0WhMJhMAIBAIqqqqPDw8TCQ9ajegW77CoTQCKvEeiGkKvctoGVA6kQxOaV9Pl6bbdSkUlbVE6ocZzRLxWHFxZTuNpxNBgkUXFxdbWVktWLBg27ZtvoGDFi5cuH///rCwsJiYGD8/v969e2dlZcXExJiZmdXV1S1ZsqSREz548MDe3n7q1KkZGRm3bt0SiUSjR4/28vKKjY0NDg6m0WjW1tZGbdrDugHlg/igaW5lZfXjjz9WV1fzeLy5c+cixguff/55/ZbI2rWqqgqHwyGrCADA9OnTx44dy+PxkFhfAAAvLy+9kcKQIUOGDBkCANi3bx/yt6amRqfT6fdF9+3bx+Vy7ezsjh49WlFRwWQyyWTylClTCAQCDMMbNmzQ937o0CHDwZSc/it7w8Fe3g72Pu9kuKQxyHYOQO5p/fLi3fgHyYGx+/CW7ZhHzdbWFkmIQKfTkdEiKdyM0Ol0Op3uwoULJBLJzMzMaNFVVlaWl5eXlJQEAGAwGEiwTHNzcwAABEHIPwAAJFB8g+fJ4JQ6mVPed/76lJeX37hxAwBApVIHDx7s7OzcYBt9p4ZOWC1DUc3LXn+w6u8nLBerESN64QlNv7FIIOw+c+9D5l4e7szBvWxsrSgNpiisqZM+ev3/7J13fBTF28Bnr/eWcum9QhpJSEISOghIQgnIK4qKgKACiqAgCIqiCKigFGkGEFAUQjEg5QeK9J5KKun1cinX++3d+8fieVz65e5S2O8f+Vx2Zmdm79nZ23nmKS17t2e/Ge24epQrm/y8vAt199dco9P+WnpJrdO86juRgnuaqmPIkCGHDh2aOHHi4MGDMRjM8ePHJ02aRKfTT548OXfu3IsXL9bW1pJIpKSkpJs3b6pUqvDw8NTU1EWLFuXk5BQUFAQHB+/fvx95IHC53NWrV0+fPv3kyZOLFy+uqKi4d+9eSEjIwYMHET0jSs8ZkK9wKB1gtsR1er1aC5Pwz8vzcCDRN6c5eiehdE4fvHF7DoTD6nXdCCYKANDr9JCVNzl7F8Qxm8ViTR0/GgCARFkvLS1NSUlBSi9evMhisaKjowEA58+fR94X7e3tTdrJysqys7MrLS3V6/V4PH78+PEHDhyg0WiGVAKt69jsGp8rbt26xWQyQ0JCulLZjGnu6OjYRYtoLtfUNYlKpRo7VnSMwa8egUQiIVH6sFiswdC9U097Xvr14pU74of5U6mkNiuQSIToKK/8/JqHUz+Mu/qj9SwahgwZ8sknn4wZMwbRsJSXlz958uTfMZCEQiEAQKPRVFdXnz59evr06T4+Pkqlcv369caNeHp60un04cOHAwDS09OJxI6inLbZzhB/z/3797fXfmtqamq4XO6YMWNEItGPP/64atUqQ1xP4zoAgC5GsuyYqgNniz7e5erCGjNmcBejOGcQ2NNdRzh4cl6K92TQO/KXdLCjONhRIsKcbmTUHdma9evL/qN9rahX6jt0d5q/cm1lnuwaDgsfKTtzfdIh5GBoaKiPj8+DBw/S0tJmz57d+qyUlJScnBzkc1JSEpvNzsjIAAD4+flpNJri4mIej+fu7p6UlITD4XJzc2NjY0UiUVNT06VLl/z8/Hg8XmlpqVqtNs70gWI2A/IVDqUDzJZ4WbOwSaYY7GRPR/3N+xt9c5qjWgaUznlUVBEV6NXbo7AwJBcHpUSm14Ouh4qTa2CyV9sRyAcGBsP1jOLKmEG+SEoXBoMhEomYTKZQKEQWFcjS6MUXX0RMsu/fv2/SDofDmTBhApfLlUqlVVVVVVVVy5cvhyBow4YNSN7B1nXMG3BeXl5ubq5Op9Pr9cj2KZFIdHd3j46Obu/1lCeRVbQImSRSMNfOvE47GIxAIEhMTOxhO1euXDGocnrImTNnvL29u6hlGJDT3IC6SZQz/6uYKO/2VAwGBg1ye/CovGTjoYD1HRns9AQmkzlnzpwVK1ZERUUplcqWlpaRI0ciRSEhIcePHxcIBHV1dVQqdejQoUePHvXz8xOLxTKZrKqqysXFpaSkJDs7e/z48V999dWTJ08kEomHh0fHMS9N2qmsrAQA3K+oZXr5Hjl61N+o/TYtFAAAWqVMD8MEAgEJ/+bi4iKTyZAHgrHrE1IZUZTU1dXl5uYCAKqqqt577z0KhdJFJymtWJYz70vZ/by4od5dic6LkEZ1X+w0dMRYP1/vrgbBolJwIxM9/Pxk//fbkw8TnVeO7HNOrRanu9P8Qs39JeOziTh40zmyAlaRsUQAwJkzZ6ZMmTJq1KjIyMi0tDQGg6HRaAAAhqDCxuonQ/IXAMDp06cHDx48bdo0Pp+PwWCQIsOzWqfTEYnEESNGYDAYg4eFDZCpNXm8JicG1YPF6Lx2P2RgP9tRWmO2xFVaGACg1sIAzc3V3+ib0xzVMqB0Th+8cXsOjkGl+bi2NIntHLr6YsFvkkSNibLqqPoIxhKfOXPm7t27/fz8SktL33rrrczMzNb1L1++XFJSAgCwt7efNWtWcnLy7t27g4ODCwsL582b19TU9N133wUEBFAoFA6Hk5mZGRsba1LHvHHevn374MGDEREREARBEKTX66VSaXl5OR6P/+yzz0aMGNH6FJFCCQAk02jM67HjwRQUFPRcy3Dp0iUvLy+LaBkgCEKUL11hQE5zA6WbDrm4sFnsLllPhAS73Nh5wmvJLOv5TcTFxcXExNTV1SGTwnCcQCBs3LixubmZw+EgQfWCgoLUajWDwVCr1TgcDoPBfP311xAE4fH49evXi0QiAoGA2HEgWj8AgLu7+2uvvYZ8XrduHQAgIiKidTv3q+o9AoJeiIvB6HWG48aDFJbm1t1Lb8i6JOc3QxhQIoLui4hXf96iIDuROM6IfYqJ65OdnR341wkrJiYmNDQ0OztbJpNRKJQuOkkpqhvujV1iT8JExPliupwoN43qvtQtLnlKkD2n28kjXJ2oM6cE7rxYQsFjl8T3RddWC9LdaT7cKeRStgiP14TYeSAqBgCAr6/v1q1bETe6pKQkAMCxY8dcXV2rq6s7bo3JZJaXl5eVlVVUVLRpBjV+/Piff/7Z09OztrbWZsEy5BqNTq+Xqiz/o9BHGNjPdpTWoBJ/DumbQodu3LiemDi8dwdRUFq57fDpuHH/LQkSArwCuV2K9b3hxyNyperr5QusNjoUkFlcOSSgL5ri9JDyH35v/vFEdGSXLq2RJ8yvE48sPN4N44d+S2uJC4VCFqt7aXKEQiGDwUB2LNVqtVQqRVZTMpmMTCYjx43rmEFqauqZM2fOnj1rfFCtVm/fvv3UqVN//PGHiaU9AKCI3yxQqHBYTLSbhZcTqampubm533//fQ/bWblypbu7+9KlS3s+pI8//tjFxeW9997rSuWBOs0BAHqd7i+XpPgYb0pnhgwGMrOr7D583WNeslUH1rvcrawDAES4OLb2wpXWleUd+VRSk+0+tJE7SETnqrB4/f0sRiOfEOmkrM91/PMWwydm/OwPv/phx047OztEx4fH4419JWJiYng83oEDB1avXg1B0LZt24xrtmlpLymouD9+qY8b29vbdOZ2QBaBNcF9THLKYDNUDP91LVWfOFN0+CW/iYF9MR+YpejuNJdqFHuK0hSwanHQLA7xP428Wq1G8tci/m5qtRqG4a7kB5VIJFQqVafTYbHYNg1wdDqdTCZrnUPRejTK5KVNQgaJOMjSBm59hAH8bEdpE7MlnsdrkqjU/vZsO+pzmuu3/2LxaS5Rqk48yDP8m3vz7rwZk0IDuhEyv6AgH7VlQOmccL+2bWj7O56Lppd990sjT+Tg1MmOpVaryy9uCNr78fOgYgBtSby7KgaTUwgEgmHD1tgb34xmjYEgCAmtbwyBQHj33XePHz9+586dKVOm9KT9ng/GDDAYjL51zt72qaurO3v2bHV1NYVCCQ0NnThxoiHOBQaD0el0MAynp6cjRigRERHJycltBsIYqNMcACAtqMBhMV1XMQAAHDmUhnO3BraWAQNBurbutPoH/8v56SP/sTVD5wgw2Gcq4Ek65zCpc5gUCmJcPnn+zlfFTOeJxq5PUqnUUFmhUOzZs2fVqlXIYrJTJyl5Rf29cUuCve1d3bux2JNjcFNdR44Y69cTFQMAgE4jTBjnPfdESe4H4Q7UARspprvTnIYnfxjyWuvjBAIBiY1i+LeLDSLqgw40yxgMxpYqhueBAfxsR2kTVOLPIX1T6KiWAaVz8ipqQ30GYC5xDIkQ+ftXD5M/jCHimO2bUsOwLjO7kjM5gZvUU2P4/kJ/kXh7C3IymYzH403W/Pfv379161ZZTS2ORA6OiIicMd3wppuRkUEikQIDAztejRcXF1+8eJHH47FYrHHjxkVGRt66dYtMJkdGRrY3GKTTxsZGBoMRExMzatQok9frysrKc+fO1dbW0un0xMTE4cOHI6oBk34vXLjA4/GYTOaIESPi4+MNRZmZmUuWLBk9enRISIhEIvn555+PHj168OBBJEcpBoMRiUQLFy5kMpnR0dFSqfTQoUPnzp3bs2dP61VBfxG6GSgqeRRm95agFApJUVlvpfH0EdpUMdTcSi/49ZO4hU+YrqrWpZdvsEsqSLAOEopxS1cVNdxpbn7UtK+ufnBYOOL6ZKxl+P7772k0WlpaGgBg8uTJHTtJqRuF98Yu9ve065aKAQCwjRVo787ueiyGDnB1ovn5sjf8Vbt9ilfPW+ubDOBp3jF6GG4ueticd0tQdldaV6USS2CVFgCAI+IILAawc4W9YgWx41h+4RA00DJoPrdCf25BJf4c0jeF3m+0DFfvZV2+9UgPTN+KmgVivV6/eutPrU+hU8gfzJ1JJqExTHqKv5tpfPgBA3tYaNihdfff3BDg6+jh5dDagFMklOXk1dKHDwnZ9VGvjLBX6C8Sb0/L8PjxY5VKNXjwYORfvV6/du3aR48evfjiiwGDBvObmn7ft7fg9s1t27YhFU6ePEkgEKqqqjpYjR8+fHjnzp3x8fFxcXEqlerbb7+NiIgQiUT29vYGLYOxdsC404iIiJaWli1btpw9e9bQKQDg/PnzGzZsSEhIiIqKUqlUO3bsOH36NIFAMG7nl19+2bVrV1JSUmRkZGNj49q1a+Pj4zds2IDcq7t37542bdpHHz29OV999dU5c+acOHHijTfeQIZ09uzZlStXzpo1C6kwa9asqVOnXrhwYerUqSZfWn8RuhnAKjW2zXyG7YPFYWBFG8vsgURrWwZBaU7e4bXx7xbTuerW9YdGiIeESfCY/05hTeTBGqwDPz9o1HvTpk3DYDBOTv85IsXExJi08MknnwiFQqSm8XG9Tpf5yjpnJsnT0zRhTcc0YYjfswNnJFjMTDQ60unXEwXvJzj52nXD8qUfMYCneXsomurKLuyruZVO4Wgc/Ju8h0pojmoSQ4sl6AEAWhVGKcJJGh43ld3J3ndEoyS5D5/lPfFNImPgeE88h0J/zkEl/hzSN4Xeb7QMcoVSIpe3UjIAIgEPAJDKFG2cowcwbAEDZpSqhqYAd+feHoW14CYlxl3bk7d4S9m1ImcnBodJJpAIsFYnlSgaRAqxUB6w8Z2BbTjdmv4icQwGA8OwQCDQ6/U6nU6r1YpEooyMjIMHD86bN8/f3x+p9ueff96/f//XX391cHBA4jLEjx332buL8vPzkeSdna7Gc3JyduzYsXr1aiSpJwDgtddeW7ly5aNHj5DgZ6CVlsG4U+RIUlJSSkqKodOqqqoNGzZ89NFHhjbnzJnzwQcf3L59e+bMmciR+/fv79ixY+fOnYZgkDNmzJg7d+6pU6dmzJgBAGhoaDAOckmhUJYsWSKXy5F/IQjy8PB46aWXDBVYLFZkZGRZWVnrL7O/CN0MiFw7lbp7od1UCg3RqUuxgfovpgo6vT4n9cOQaRVtqhguNzH+L8tPpYO+CKhd4cUzHA+eXHtrd54k9yp75MyudNqmk1Tp5iNwaXVgTLfzX/7E8PHxZrMYFttLIBFxg4Lstt/m/ZDsZak2+xQDeJq3Ri0RFPz2Vf39S57DWhKXNFLt23gI4Ig6mqOa5qh2DpUCUCepJ1bcbbi64rDH6P8LnLEcSxwI3unPldBRAACVvEbzJK43wuKjsjgdZ1Z63uib07zfaBkmj4qbPCqut0fxnOJsx+7tIVgX+iDvuKu7hY8KeSevVjzMV9W34KhkSpCf+5QRjpOGYSkDc1OrA/qLxDEYTEtLy/jx402ODx061HgftaWl5eWXXzaOBOng5Ozg4FBTU4Ms+DtdjZ86dSomJsagDkC6Xr58eUpKikGzYKJlaN2pm5ubcadpaWkeHh7GbeJwuI8++mjmzJmGdlJTU1NSUozzTXC53Llz5x4/fhzRMgwdOvTAgQM0Gm38+PFIwIsxY8YYDzIkJMTkl5jD4SgUbahl+4vQzYAx2FvcJIZhHbbLOQtaRHLWJAuk+egKei0sfJDffD1LmlWkqOJpxXIAQQQ2neznzogMtBsVSR/sY4Nh1N27iAG1rhGSNkuXFHgkRZc4MhSf/x26wLWRiX+auwTCgMFJ5Q+PbHFLmIrBmRPOQPakuuy7X0YkBpjxxniU7TtksIXDuAYF2J1IL/4+yWtAvsEO4GluQv39izkH1rgOaRz7SR2e1NUNJ7qzKnR6VcBYXP6fB/7+MH3IOzvsB5ma5PQ7nh+hm023FtUmP6lmLMh73kLHmC3x/rVut7YqpPW30cMeLSj31mPrm9O832gZUHqRFrGU/hystFlRQayooN4eRZ+gv0gcgiAGg5GWlgZBEAaDgSBIKpXyeLx//vln6dKlq1evRqI/vv7664ZTdDodv66uODe7sbFR828+SywW2/FqPD8/f9q0aSa9u7i4BAUFGX4nkOD5hlLjTmEYrq2tvXfvnnGnmZmZ48aNM2nTw8MjIiICaUetVmdlZbX2YA8PD//222/lcjmFQlm5ciWVSv3xxx83btwYGBiYmJg4adIkDw8Pw5BIJFM5YrHYNqNU2kboSqUS6R2LxRKJNnJnwzFp7Kjg+jqBW9d8/vV6fW29MDJllJXHBRRVvPKtx2qP/Y9EJtgxSfZUEplCxNEZAAC1Wit/XCi+n1P25QGIQnJ/a7rXO9NxTJpF+3/mFaf6+hGf4dXteZbgIb1Kg1NrsQAAzLN12J5KMlPenH/PIcycyDV5i7f4+3BJ5G7fDHwMsQ5DmuxIMaPTDmAxiFgCNq9BHuJk4Zb7Av3l2d4T9Hpd/tHPeQ9Pxc4rYXkozWiByNAOmV3WWMTL2DHfZ9K7flPesfggbcnzIHQT9Hq94Qfd4mvRnjdokUDRHdAsFNO6/0QFAOj0ev2/Fg0WH5X1MHn7shQmbfZcBWPBQbZuqlkkaU/oxnPBxookVMuA0jkUNLbFc0Z/kTji3W3IXgEAYDAYLi4ukZGRFApl586dycnJyCM1KysrPT09Ozu7urqaTKUGhoQxmUzDL32nq3GhUMhktpGIxNXVtT1bBuNOa2pqaDRaVFSUcaeNjY12dm0sep2cnJA6LS0tMAx//PHHAACdTqfX62EYNvxtbm6mUCgEAuGDDz5YtmxZSUlJbm7uzZs3Dxw4sHbt2uTkZOQSWv8UtZcLwzZCv3PnTnZ2NoPBCA4OHjZsmA16RPBfvyDrpdXOLuyumDNUVjRRB3lbVeeoFUkLP9ldd+yyu4ddQqxPx/kvhC3SiiNn//72iN+aN73fmwXhsBYZg/GbGaxStBTnRs2StVd5/+DKl3N8xBrctuBqOg42KXUO4fEyzpuhZWi88kCRV+Y1PLC7JwIAsoksFyYewlj+ncnJkZpVJxuQWob+8mw3Gz0MZ+xarGq5NmJZMZ7co7WcQ6B8xLLCuz/tUArqQl7/ov9mmBrwQjfGsI4yLJXbW4L2ZMlnvLtg3omGfy2y6jNuVq/XE4kEGDZ9SncFrF6v02oxQG/e6b2LNdbPhlvIUr2Yfed0ANIUhURs75Y2vgrklrOZugHVMqB0jrXVrih9jf4i8dYLewPx8fE//fQTn8/ncrm//vrrnj175s2bN2vWLC2VKdXpiTjs5hXvG57IbUaRNF6Nk8lklaqNWIA6na49LYNxpx4eHkjSh5dfftnQEYFAaDOdm1gsRjb5kcCTmzdvDgoKQnLLG//FYDBarTY7OzskJIRIJPr7+/v7+6ekpBw6dGjbtm2IlgGCoNbvClgsVq1uw/HeNkIfPXo0DofjcrkBAQFNTU3Xrl2DIGjixIk5OTkSiUQoFCYkJNy4cYNIJLJYrFGjRjU1NV2/fl2r1SYnJ5PJT32kZSU1pZsO4Zg0vzVvEuw6SUOLwBkewRkXk5ORPyS8k2xPIoHsSWnDsBtf9PRS26flZnbm7HWOLNLoUcF4Que/wiwOLYJDk0kdHv94vExGkc8AACAASURBVO6Xi5EnN1G8LOB+CQE9AACDgQAAcn4NmY3BtW9YPowtrRyZ014p013R8HeuGWMoWb/Pz6eNsLtdoRxHo9tZRRFApRNLm5/ZA7948WJ9fT0EQQQC4ZVXXulJ42VlZRqNJjDQHMVKz+kvz3Yz0euz9n6glfwdt6AEg7PAtiGJqU14t+ju/pMFx2nB/7eq5w32CgNc6P9irF8wXHJ72/IdGzt0aipvsmwze8DAEvvwrdtRq1RaLal1nU5xZ1AdKEQyFmMwuuwjdPAbYSwFy66cDV+ppZrtYKiddtHBXYrczGqNpj3dEFITgiDDKTZTNKBaBpTOUWv7n1ITpSf0F4l3oGUw/EbqdLrdu3evWLECcXnQ6nSVAjGXRjWY7oN/o0iatGC8Gvfx8cnLyzOOoYC0nJuba9iQNx6MSacGjDt1c3MrLy836VSv15eXlyM2Dmw2m0ajNTY2msTqF4lEhYWFQ4cOxWKxH3300bJlyxDHEARfX1+JRALDMBaLRTQRJl20qXoAvSH0P//887XXXtNqtadPn1YoFC+//LJGo1myZMm+ffvwePx3332HaBmSkpJu376dlZWFfNV6ne7e2CUe9hSFSpOdVz704g9d7C7sp0/ujnk3M6syLNS9PYuGxgZRVk512MG1tCAvS12mCTVHLxZ8sDUixMPBqUv6EQNUGil2qE95Gf9W7JvR6d+xYwf3cCR2BAKbSSNgsQAApaCByDB/KUJiapXC5u6eJcooUpTUuIwKNq9TIQaHp1hlkxZLUKULDj/4q2X5oHljnKPz8/NbWlrefPNNAMD9+/dv374dHh4OQZBSqeRwOCKRqKGhwc/PTy6XYzCY6upqX19fHA4HAODz+Y2NjcHBwYg+USwW8/l8uVyOPJ1MSm1Df3m2m8eTP3bK6i4PW2QZFQMCnqyLnV98c+cRukug23BTv7l+wcAWOgKyBtO3AzDawm19VgcNdlzarQbbVGpYxITeeDDIZcqVSpWKZN4KGQ9Am/sQfQTD2tjEvsAaWgZD463/7brgWp9uxlA7VrIgDSoUKi1da3Lc+LtC3IqR48iPjg0UDaiWAaVznjePPpT+IvH2jP8BAH/99Zejo6Ojo6NEIlEoFIZQBTgMxteOlZubW1NTY6xl6Hg1Pnbs2K+//nrx4sXG3hkXL17k8XjGbheGz1Kp1LhTBJNOExMT9+3b98Ybbxi3+c8//9TW1kZFRSENDh8+/Pfff588ebJxO6mpqVlZWYcPHwYAzJw5c+fOnT4+PiEhIQAAHo+3f//+hIQELBYL2tHCtJf+0/ZCR/QgBAJBrVZTKBQSiYTBYBQKBWLKYW9vDwCoqqoqKysjk8kGAWmFUo1I4jvMV6FQ3X5Q2vXuMCRC3N8/5i78+p9LdwN8HZ1dWDj8f7+AIoGsrLKpWaSM+uMbTkKYRS/0P2oOny/6cPuwWD8a3czY9d4+jlQK4WHyiqF/bmUNHdSTwXBoFBb5qdD1/5o2mAdk1uty9YF0d1dOH4w3VipPZbDOEu35M68+Lph+5ubNm7Nnz0aKEJXfyZMna2trU1JSGhsb7927FxIScvDgQTqdrlKpwsPDU1NTFy1alJOTU1BQEBwcvH///kWLFlVVVZ07dy4+Pv7UqVNTp041KbXZpfWXZ7sZtBRnll/aN2JZCRZvYQ9tAhWOfr3k9p7P2P5DqE4WS5tqMwaw0BEMGgTEigH5a/hgrGgw1G99Lmhr0dWxCbrxh66bJLQ5DOPBdKWR9gaJfMbqdW3GeB4YmOzDG/61koqhzb7MaMTw2eRDp+caPhurJ1qPhIjHGNRDxl8I9C+IlgGDwSAvgcYOFN26nG6BahlQOqdJJGHRBqCHKkp79BeJI6vooqIiQ9gClUrF5/Nv3Lhx5cqVr776CgkPGRgY+NtvvwUFBVEoFJ1Od+XKlV27dtnb20skEp1OhzxzO16NT5o06cSJE8uWLduwYYOnp6der798+fLmzZsDAgLadLvoSqfTp09PS0tbsWLF+vXrPT09AQDXrl3bsmVLXFycYTCLFi169dVXP/nkk48//phOp8MwnJaWlpaWtnPnTqTCwoULVSrV/Pnz6XQ6gUAQCoUTJ05ctmwZUorD4Vr/flCp1Da9P2wvdF9f3zNnziiVyujo6Nzcp/b20dHRv/zyC4vFamxsBABIpVIWi1VXV2c4C89hcOLD7jwo0yjV7m8mdatHDIkQfvgzwd3HpV8cyLuSQ2VRiWSCVgvLBTIcm+42Lzns/f+zXk6ZpquPClb8EB/nR6X1qAtHJ1a4HjxIXpH44BDZ3fwU2cYSJ7EdlWLzwz0oRDgy275bp+g12rrfryTG+5vdKVOn1SrauJN7jgwuHe5R5+soelQKV0jrYRhGPJ7S0tIUCoVAIHB1dU1JSXFzc9u+fbufnx+PxystLR00aFBSUhKbzc7IyAAA+Pn5aTSa4uJiHo8HAPjrr78WLFhAIBAkEknrUpvRX57t3UUHa7P3Lw9NqSQxTfXFFoHhrAoYU5tz4KNha45bo32rMlCFbsBYxWBAq9UiMYwMGoc2V/XGHzpWExgrI1q30AHG+8aG5Z9JU613yJGtgtbttD5ivOxEWtA9e3p3raWst+w0Qxndqb+P8Wjbq9zmceSu6HQAJqIxXt63eVN1fbTGguvu6a3bqeM3EpwcTCobKxewWCwSq8ugrUCKujX+7oJqGVA6x9W+L+ZHQbEe/UXiOBwOhuG5c+caFLR4PN7R0dHHx2ffvn1DhgxBqm3atGnNmjUvvPCCvb09n88fNGjQN998c+PGjT179pSXl69fv77T1TgWi92xY8emTZtmzZplZ2enUqnYbPaWLVv+/PNPZPmBDMb4t7zTTslk8p49e7788suXXnrJ3t5erVY7Oztv3br16tWrUqkUacTNzW3v3r1fffXV+PHjHR0dm5ubuVzut99+GxkZaej0gw8+WLBgQVVVFZlMdnZ2NgQvAAAsX7689Zf29ttvt/ll2kzow4cPRz4MGzZMrVZjMBgcDhccHAwAIBAIEydO9PDwgCBIJBIBAFJSUpBsGsbGJtHp3/Iv3cMzqZzEcDMGwI4LiT6/FZYrZU+qlbWNOAaV7OnUk+V6V1A3ibJe+TQy3KOHKgYER2eWj1yVOWvNsFv7IXPt7Y0lTnV0V7TAWhUGRzTHb0JUS6K5ds/xQfiokEwlUXrg8uCtkUpa5Gaf3gEsTdLZjHouXWeHd4u0C5QH8R8+fBgbGztz5syysrLTp08DAGg0GgCASCSOGDECg8H4+vpmZmYijhIIp0+fHjx48LRp0/h8PjCyjULcJUxKbUZ/ebZ3l8q/jpGZdc6hbedhtQjeiS1VD/MbMq9yh4y2Xi/WYKAK3YCxigGGYcPq0bCKQ5bcbS7nkIWW4bjJ4tx4v9d4gWe88kQiJRmfZbUL7SptBpZGsQ2tVQ+ItqvNmsDop8FwF5n4tLbWhsAw3NroxtuFi8NiDQNobeyg0WhgGMbhcIbYXsiOF7CmXgnVMqB0Tlld42Bv194eBYrt6C8ST0pKSkrqfDfb3d39yJEjtbW1LS0tzs7OiCl+QEDAq6++iqSW6MpqnMFgbNy4USQS1dbWMplMV1dXAEBqaqq3t7fJYPSwTpRZpLmV8xEhsArCCMolTJkjWyxrem1TpLfLTy/O58ZHwHIllkJydHTcvn27QCCor69ns9nOzs4AAGS9bSAoKOjIkSMNDQ1NTU10Ot3d3b317wGdTh88uKde+r0idCTCpTFBQUFXr17VarUzZsxAjiB6HOP1G4TDcifH97BrLIXECPdnhJu/l94tCj78wYVLt3NgWKpBX19uw73Sqv1/eC6abl4LxhLHEsnsgMGNRZXOYVIzmuLlu/hNn9x5PSOa/n5ozzLTbQQhTCOqE6j1esvH/lfVhx6e+ROJLB7pNASPwY0aNWrr1q2lpaU0Gq2hocHYxWn8+PE///yzp6dnbW0tm/3MWo7JZJaXl5eVlVVUVDQ1NU2YMOHHH38MCgrKzs6eMGGCSSnyULIB/eXZ3i10sLbk7I6hr1VZtRcIqw98obL41JZ+p2UYkEI3oP8X8G/cR61WiygBUVBsT2vfjb6geAIANDU1GfRuOp3OSj4mJkA3blxPTBxu7W46pqC0ctvh03HjRhiOJAR4BXI5HZyCYkt0ej2m77nOolgPVOImpKen37lz5+uvvzY+WFVVNXPmzL179xqMJgR3H1f/9Ef96X9IVLIdi0wnE6g0Ih6Pw+GxWq0O1sJyuUoqU7VIVeJGsX1iuNvCadzJCZZKTNhDUKFbD0lBxd0Ri0aPGoTDWfJtQyKS331UPqb8jHleHiYSr7mVXnnx44TFBd1tR1RLvHcgZNz3tzD4bhgm3B+/1FMj4zr3aJd1kHfy0Gnhzo6WtAYXS9RpJx7zPh9mkiJTJBLBMGysYkDQ6XQymYxOp7duSiKRUKlUnU6H7B2Z1DQpteAldMCAnOb1Dy6Xnfsg4Z08a3ek14O/N4VGvf8ryycEOVJWVpaZmWlcB4fDMZnMwMBARGtsG0pKSp48eTJp0qQ2Swek0I0xhGDQaDQajUar1bJYrN4eFApK36K2thaCICKRSCAQ8Hg8DodDzHjbUzdIlKoTD/57qObevDtvxqTQAO+u91hQkI/aMqB0TnZJ1RD//hfxCMVsUImbEBUV9f333+/atWvu3LlUKhUAkJmZuWHDhmHDhiEqhqarj4rX7FZV1Hu4skaOCCKRTLfoETjg6QJDq4Xra5vKPtiav2yb36fz3V9/EWon64HNQIVuPco2/uztaW9ZFQMAgM6kcNi06p/Pe72T0nntVphI3DU+qeSPbbzH1U4h3TFn0IO8s96BM1Z0S8UAAJAWVdIj3Lt1iglFVAXOacelQs4U2ioOpUdNGVNQ2DhWXINp9dLFZLadEwSDwbSpYgAAIMcNG1kmNU1KbcOAnOY1N37xiK62QUcQBNyi+TU3jxu0DJmZmZs3bw4NDTXU0Wg0DQ0Nzc3N8fHxn3/+uYmFi5W4f//+sWPH2tMyDEihGzC2YjDYMvT2oFBQ+hwqlQprBAAA0XFbtVNUy4DSOQP49wmlTQawxPUANEvlbAoJ252Xe1dX1127dm3btm3s2LEMBkMmk+Hx+OTk5MWLF6vqm/OWfiu8mR3k7+g8MqiLO0Y4HNbd08Hd06GlSVK4IbVy++9hB9YxhwSYeVWWYAALvXeBZUreueujRvXUpaVNPFxYhXtPmadlCPFxU2q0pH8TbUAQJmzBdw+2vkHnFlMduprJrOh/XD0U4DFyVre61inVqhYxuWeBNifHZPuHlzvpodM59fPjTvakKQNKlfZxDm/hg+sAvGSRBvsaZk9zUXle5d+HRZXZEAQYnkO8xs1leARadmzmoYfhprxH4dNktunOebDw4dG/wOtfGI4QicTU1FSTag8fPly5cuX69et/+KGrqXZ7QlxcHJfbbmSZAfxsNw7fiESAhmEY1TKgoLRGo9EgagUcDodEMDHouK2XaQLVMqB0zsPC8uigbhjJoPR3BrDEK1vEPImUJMZFuDh268Tg4OB9+/ZJpVI+n08ikbhcLhaLbbzyIGvOpx4urIgRgRizjBE49vR4e3ptdfP98Uv91s7zfn+W5b3Mu8YAFnrv0vjXA5YDi0jCW6Nxe0eGIrtKWcsnuXbvfgYAZFTzIAwm0o2L+/dVgxMQGfzyujv7N8TOL6ZzO1c0lPztWP3Ie8SXB6Fu7oeoGgUECqknd7oO6Gtw2llefJ0e/F3Q/DQXZ4/JeFg3TVThUF7e86asSl1d3YULFwAANBpt2LBhJklzDXUAAC4uLsYHzZvmhce/qfrnsM/werdJcgBAc9mju1+f85640H/qUjMvwHIIK/Io9hgCBe68qiVgOKvUMrFSwCexO5px0dHR77///ldffYUEr7X2qHx8fHx8fNorfU6e7caKht4eCwpKn0Or1ep0Ojweb4hGaYgTab1OUS0DSuc8D79PKMYMYImrtBoAgLaz3EjtQaPRDGGlqvb/Ubzmx8hwTzuHtu2lu46rux3bjvZo61FJdnHoT5/0ivfEABZ679L81317hrWyY0IQZM9lNV/LdH1lQrfPxWB0er0W1uGM7Ho8Rs3C4Em3d68LnlTlPlQItXMnKoS4vHQPuSggcf0hAqPbQZS0EjmO2CO1CwZAC+u4h/43RKcHdElcebXE272nkTV5fFlRAf/Xhpw8hbKHTVmbmpoaLpc7ZswYkUj0448/rlq1qnW4u5qaGtBKy2DGNK/43+GGh4dGrSgiUJ8u3jjeCo8Ywe09e0lsZ/cRM829CMsgqS5mutjIkAEAACDAcAWSmicdaxkAAO7u7jqdTiqVIlqGgoICjUYTFhZmXKewsFCpVEZERCD/CoXCc+fOIQmDgoODx40bZxz1toPS2traioqKhIQEQ+WioqJr167x+XwGgxEZGanXe9ks9oftMbFo6DT3IQrKc4hWq0XyShjciwxF1ns49Im4lyh9nMziyt4eAopNQSXeKWVbj5V+ujd+mH/PVQwIFAoxPtZPcTMj46XVergXXpJQoVsJSWYxg9GjZAodwyBiJbmlZpyoaydHt1vClLjVv9XkjP7n25DSq3bSRgL4tyKshhqLKDlpnte2BtO830n47DSJY04GUFiuxPY46On2PP+zNyIv3Iy8kOHw96UnzS2KnrQmlWsunS8+UHfXFdJolV11GOlFCAQChUJxdnZ2cXGRyZ4us9PS0lJTU3/55RfDQkun0x05cuTAgQMHDhzQ6XQnz18+derU8ePHs7Ky6uvrAQD19fU5OTktLS3bt2/fsWPH7du3jXuB1cqik9uiXisxqBgQiHQ4ak5J/rGNOriXrdNl9aVUe6Ete6TZSWS8zp+WxcXFBALBEC70/PnzJ06cMKlz8eLF48ePI5/LysqmTZt2//59JycnPB6/d+/eV155RSKRdKU0IyNj165dhmY3bdr09ttvNzc3u7u7wzD86Wefvf/++23m0hswGMdlGNhXioJiHogtA4JxZhargtoyoHROuH8b1pgoAxhU4h1Tc/RixeYj8cN8SOTuRbzrGCwOMzTS68Gj4sfvbA7dt9qCLXcFVOhWQl7ZQAm3Yho5Co3IK2p7zSMWi+l0usk2hVgsZjAYAACVXE5sx5ab6Rkcv+5UU/79ujun7u7/WymUEOh4nVoHa/RMTy/nodOip463d/cye8wYAt6wDBbAml+FNUwMXq6H53M8pDCMAYCOffpy8qug5hW2GwBAp9efENX9H8v1vLihQatKoNoFEKlREtpFCb9ekzm7pfJijdfoDxazmeZMSalM8+cfBe83Pp6sqINhHQbfJ9K+dMzFixeLiooaGhp0Oh3ik3/16lUXF5eZM2fm5uZeunTJzs4OAFBYWBgWFhYeHn7+/PknT54wCFBFbfNbb711/vx5REkhkUh4PF5hYeHEiRMDAgLS09ONe2kpekR30tDaitPBcFZR2FrBkyy7oGjbXHKbaORNZI5NNR0EskItE3Vc586dO7t27Zo5c6axMULH7NmzJz4+fuPGjci/CxYseOONN3755Rckp3LHpcbcunXr3LlzR44cMWRZ/r+XX545Y8bDhw+HDh3axcH0R5AHnW3WTigo/RGT2WED+yZUy4DSOQUVdQM42TJKa1CJd4A4+0nBsq3D4vwsq2JAwGAwUUM8b5+/VZWa7jF/isXb7wBU6FZCK1fgu7zSMAM8DqcVtZ0V4vXXX09NTUVWmwamTJnyzz//yOXyH9avXbllawct2w+KsR8UAwDQw7BK1IQlkvHUp14JL7zwwoULF8wOT42jU7Sap3vjZ8W82UxXDo6QqxTnKsRNsBoCYCzN4WlNDKZKLfcgUDKUIic8CQBQo1XOZbsfbKkKIFLzVZIWWP0mx+NNADYrxT/uORE7O9nHo+1kEO3Bb5JfOFv4dlPhqpZCAIBWC+OsMLUtzsSJE1944QUAwOnTp//+++8xY8ZkZWXZ2dmVlpbq9Xo8Ho/I3cvL68yZM48ePSorK3NxcaltFERHt6EUGDNmzIEDB2g02tixY42PKwV8MlvV3hgoHLVS0GDpK+sesFKGxdt0VYklaLWq/2acSqVatmyZ4V+1Wl1TU8Pn8+fNm7dgwYKuN1tXV5eYmGj4l0QiLVq0CHF76bTUmNra2pkzZxpUDAAAgVLn4eFRXV09sLUMCBAEoVoGFJTWtLZfMHY1QqM/ovQavt2PK4bSr0El3h46pTpj5urBg1xpdGvZwONw2MgIj9urdnKGR9ACbGdfgAq9/2Ltt2oIizXxjNi/f39PMmDh2Qy1/OnadQiZeUhQPZHhOJjEwABwSlQHG13NOKr9WUnDGwTKPblgIccTAKDUwZv5T9628wIA3JS1zGY+VY2tgtTDlfyXLhVV+9lHxbrTKJ3HfVAqtY8e1hYXNh6su/2igoccVKu1BKZpjIO+THBwcE5ODgCAw+FMmDCBy+VKpdKqqiqpVAoA+Pnnn2fMmOHo6Hj+/HkAgBOHieyu4/F4jUYD/g0SWVVVtXz5cgiCNmzYsGbNGgLhaS5eAp2tlLSrc1GK8ESGXXultgFDpOi0No04AGswWOp/RkBYLDYqKuq/Uhh2cXH53//+V15e3q00pZGRkb/99huHw0lOTiaTyQCAMWPGdLHUmFmznkn4IhAIaksKqqurn5PMC6iKAQWlY2w5R1AtA0rnVDU0B7g79fYoUGwHKvH2KNl0mIEDLq7dDnfXLWh0sr+P4+NFm+Ku/mjVjoxBhW4lcBSyVqslEK31a6vRavH2Zt2QRm8ahYWFjo6OHA4nLy/P39//2rVrISEhzs7OAICKioqsrCwIgoYNG+bo+FQVZQgEkJ+fHxAQcO3aNalUOmTIEONkB3w+/9atWxAEJSQkODg4GPeMZ9EweKxKqSGS8KEkhg+B+kAuSBPWzWa5ehIoBKOYkxwcoUWrRpwr8BDmqrTJn0itVCs0QH9H1gLrdRQsFgCQJqpT6GABXJanFm0SD04tbQkKdgwKdrDjtK0NFIpVRYVNj3MbXpJUpTXlcOH/wj3KpApqf/Aeunz5cklJCQzDQqFw6dKlAIDk5OTdu3cHBwcXFhbOmzcP0TIEBgaePn2axWJVVlbW1taSmRxXF2cAQERExO7duwsLC3NychISEggEwnfffRcQEEChUAwqBgCAXVB05m6MQoQjM03XqPIWvKQBw/aPsOFFtwGezNHIberholFSaJT/Qo3icLjXXnvNpM6LL764cOHC5OTk+Pj4Ljb7/vvv02i0PXv2bNu2LTQ0dPjw4ePHj3dycupKqQnFxcXp6ek5OTkVFRVqtdrXP5BKpXb/QlFQUFB6BKplQOkcLrunsbtR+heoxNtEVd9csf33ESODbNCXlw+3+lZRw5+3uZO7+pLaQ1ChWwmKu6NcpqZQrZVmQi5TkePNWhX/uwF87NixR48eIS7fn376qZeXF5fLHTRoEADgxIkTN27cmDhxolqtXrp06eeffx4UFAQAWL9+PRK1btWqVaGhoeHh4WQyec2aNUuWLImLiwMA3Lt3b/fu3ZMnT9br9UuXLl2zZo1JdH2at4tMqiCS8GdE9VMYTqNo9pEUVpqwNpxs6u/gS6SmieqGUtgAgFyl+D17Hxjot/CfhJKYQUT6Q7kwlsKeyXQpU8tPi+pZOs2mpqwlwuJdIv9f8r01OJyLA5nmQMeR8BAEtCpY1iipb5Tp1PBL0ur9LYV+WlNnE6lESR3ma873aUNiYmJiYmJMDnI4nE8++UQoFE6bNg2DwRiWoLGxsTgcjkgkqlQqpQZm0igAAAcHh08++UQikcyYMQOpFhAQIJVKp0+fbtwmjkzznvBm5m97Y+cVGzsmwGpM5jFf/ynvYgnWurG7CMXJR5TPBKDFZj3KGmncYZ4d14mMjORyuZmZmR1rGVSq/7xRsFjswoULFyxYkJ+fn5WVdevWrd27d3/22WcTJkzotNSY9PT0LVu2zJ49e9myZe7u7nZ2dhK58v0l75p7uf0GNLUECkrXsY1FA6plQOkckUyBvJegPCegEm+T0m+PunnYk0iEzqv2GAgC/t4OTz7bazMtAyp0K0GPDBTfzrB3tJYSR6yCHcP8zTlTrwcA/Hr0aMmT4s2bNyMeEI2Nje+88864ceOQKn/88cfBgwfxeDwAgMlkXrlyBdEyGODz+W+99RbiBO7n53fw4MG4uDi1Wv3DDz/s3r2byWQCAIYPH75+/fq9e/can8iMCxHcyuDYM3yJ1K1NpWFkZr5SnER30gL9DVnzYCKdB6sq1PJ4CmcMzf7N6szfPYcCAGIp7J8F1fY4AgnCFqmkyxx8vm8sK1XJaFhcg1bFwT71knDTyr9uyv66KbsER8usZZfgaQIcSQ8AU6vy00jD1MJBGnF734pArnGLGWTO99k3YLFYJkcM+9hEIrFB2GyY5lgs1riycUIEYwJS3s9qrLj+Ay5wXBXHWwEAaC4lF132sBs0yXfyQqtcQ3egu/pV/2VTDxcxD0Nz7VwPZW9v39zcbPgXh8O19lmoqamh0+kAAJ1Ol5OTExQURCKRQkJCQkJC5syZc+DAgU2bNr3wwgt6vb6DUhOH6u3bty9evHj27NmGIyKZwlidMYBBQz+ioHQFm00TVMuA0jlkoi2WVSh9B1TirdEp1TU/nx+eGGCzHp1c2IXXioQPC1jRwTboDhW6lbAbE1116baPdRrX6/XNDcLgkUPMOBeCoAvHf7v2Z/rFixcNQRYIBIKxv/fRo0cBADwer6am5urVqySS6cY1l8s1xJlzdnYWCAQAgPz8fFdXV5lMZnCsEAqFarX6GVP88TGVl+74AhBKYgQSaU1a9WiqHR7CAADc8CQMBLngSC44EgCAhsGd8HwatS6Wwg4lMVR63WT60zgRKxx8RbAW1us4uDZuYD+ttLW1Qgfo9aClQRg+IrLrp/QvzJjmEIQZ8vYPvEd/Lbys1AAAIABJREFUVVzZ9zi9BADA9Aoc/MYibsRIKwyw27B9wyQ8nVaJwZFssZUtbSRAWDLFofNAuXQ6XS6XG/7lcrkPHjwwrtDQ0PDw4cPRo0cj/7733nvLly+fNm2aoUJISIhEIlGpVAQCoYNS41mpUCiEQqGv7zNKEH59XWmpOcluUVBQUHoCqmVAQUF5jiDh8UChwncnKBcC79xNJptKJttuKQ5BkJszs+bQOdtoGVCshP24mOxGsVplldAMzY1ikos92a3tyJ0UCkWtfiYHIQzDhqV+TUW5V0DgnNdeS01NXbx4MXKQwWAYh6w7fPjw9evXPTw8EG1CfX29SRfGKxxDdHc+n19XV3fs2DFDUUxMjFKpfEbLMHxINl+o1brjcBgChHHB/9cODdPRF0XBYCngGT98JtZiX6ygWUxxcyTYdy9LxfOAU9RYp6ixndezORg8geM/iF9Y5RIhsUF3DXl0x7AuqVfs7OyM50tsbOzWrVvT09OnTJkCAGhubl69ejViyAAAwGAws2fP3r1796BBgwICAgAAQqHwwIEDkZGRyBTruNQAmUwOCgo6ceJEWFgYUnTnzp1NmzYzGAyFQmGZrwAFBQWla6BaBpTOUarbyJWNMoAZwBL3ZDMYZCKz+xt6DSf+cra3deR5ZxfW/T9ugJ0f2aCvASz03gVHI3MnxlU/Kff143Zeu5tU1Ync3n2pvVI3N7fy8nIkiCNCaWmpm5sb8tnFze3r9Z/iIGjBggVFRUWBgYHg2QTaubm5N2/e3L9/P3Lw+vXrrbUMbeLg4ODu7r5ixQrDkaKiIhrtmemDZ9E4caG82hY3T/suXapNqOGJXV5P7u1RWJEBOc3dhs+pvpbrElFog76qHzmHzmt3xhnj7+9/9epViUSCqBK8vb0//vjjzZs379y5k81mNzY2vvHGGwKBgM/nI/XfeustmUw2Z84cR0dHMplcX18fFxe3atWqrpQas3HjxpUrV06YMMHJyamxsdHJyWnxB8sLsjNTU1OrqqrWrVtnoW8CBQUFpRNQLQNK5zAo1krah9I3GdgSZ5PaTczWAc3XMgNjrWT23i40OlmnVMnL6yjeLtbua2ALvXfxXTP33uh3vbwcsLhuG9F0gESsaG6WhL3Z7qp46tSpR48eNWx4arXa/fv3JyUlIaVkIomAxQIA1q1b9/nnn6emppokp5RKpfb29oiKQafTpaent+m335qwsLCNGzeWlZX5+PgAAPLy8rZu3ZqammpSzW3h1IqPfug7WgYY1vFqW0a8ahpObyAxIKe589DxeUfXS/kEmqN1dSiNxRS9nmMXNNRwZMaMGYbwmSbMmTNnzpw5xkdSUlImTpz45MkTCIL8/PwolGfi4OBwuA8//HDevHnl5eUkEsnV1dU4akbHpcnJycnJT58DHh4ex44dKy8vb2lp4XK57u7uIqn8hVEjXn755dYxO1BQUFCsB6plQOkcvlCChoV7rkAlboKqvlmv1VIo5qgnegjbgSl8VGgDLQMqdOtBD/G1fyG2uOBJcKAl5ZhXWO+/bh6O1u66MSEhITc395VXXgkNDaVQKBkZGWFhYQbXbg0MIx+8vb3HjBlz6NCh+fPnG58eHR194sSJDz/8kMFg8Hi8iRMnHjp06NatWwkJCR0PDIvFbtiwYe3atV5eXhAE1dfXb9iwoXU1p6TE/Pe2CgVSFtvWVkJtUlXRZDcikuTi0HnVfsuAnOZYItln4vyiy9uiXrVm9AE9KPqfp/+0FeDZaIvdgkKhhIeHd1CBw+F0oMvruNQABEE+Pj6Ijg/8K3Qu1/K2VCgoKCgdAN24cT0xcXjvDqKgtHLb4dNx40YYjiQEeAVyrZuRHqXrKNUaEgHf26NAsR2oxE1o/iej+K0vh0V7277rooI6zMwX/Ne+ae2OUKFbFVVDy/XwV6NC3Tj2lkk2UV7aUKvHJdw9AGE7sY+QyWSlpaU6nc7Ly8t4M7OLEq+vr1er1R4eHhAEyWQyIpGIw3Vpf0Kn01VVVRGJRCcnJ6idhVnFzhNNO3+LHuLVlQatik6nv3o1P/rSduYQ20V4tT0DdZrDKsXVj0ZFzHps7yfvvLZZVD9klt+JG/7leQiypEWSDRioQgf/hsrX6XQwDKvVarVaLZfLVSqVl5dXbw8NBaVv8fDhQywWS6PRqFQqmUwmEokEAgGHwyGRmFr/RkuUqhMP8gz/5t68O2/GpNCAbrwGFxTk97NnJUqvUFrb0NtDQLEpqMRNUNY3kYi985ZGJuGUlXU26AgVulUhcjkRh9dnZFXLZcqet9bYICqpbIpM+7pTFQMAgEqlhoWFRUREmNhLd1Hizs7Onp6eyCsIlUrtoooBAIDBYLy8vJydndtTMQAA3OdPEck0zY22iNvXMWUlPGZcyMBWMYCBO82xRHLom5uyfvPWKK3yWqsQ4PPPeYQt+K7fqRjAwBU6CgpKH6f/PS5RbE+wV+dJm1AGEqjETdBK5DiM+VayPQGLw2pFMht0hArd2ji8EBuw8Z2798tlPVM0NPFFWbnVUae/oXg6d167ffqCxLFk4uAdKx4X1Op1vZnlXqFQl1U0Dtq+ovOq/Zy+IHQrwR0y2ikmJfMXX72lM1rCaujhYT+/5KUs78EWbtomDGCho6Cg9GVQLQNK52Q/qertIaDYFFTiJui1cA9ccXsEBgN0Ko0NOkKFbgM83prq99Xbd26XNPFF5rVQWcHPzK2JOr2FEx/aw8H0EYk7TRtJiQgsfNKl7BXWQK8HWTlVvh+/QfHqkdamX9BHhG4lBr36qQ4bnZ3mpe+azgqWY0t3u9+aMPRiYMIFv4RribEFG3yVDc9kINLB0MMjfjSPF3xfXGCVQVufgS10FBSUPguqZUDpnCEBnr09BBSbMoAlroF1T5qEYlX3QpFjqSS4l7ZatVodjkm1QUcDWOh9Co/5UyJObMzKr8/Lq9Vq4K6fKJerHjyqqJLr42//xEnsKIBcF/H1cGqWKXreTs8J//mzukYpnyfsld6Li+sxPu4+K17pld5tzMCe5hgsbugHqTLhkMxffXRwJ4ph0WPaP8OHio+HBjmEj3sh+oUXh0b4R4BbYdfHRNedfZr3RKvE3P0pAEsdEbHwu54EfexdBrbQUVBQ+iyolgGlcx4Wlvf2EFBsygCWeKVA1CyTlzQKunUWwY6pVndjQWhB1GqYYJNQuANY6BZhzZo1r/3LvHnz1q9fn5f3NDDS0qVLOzirvr4eAPD555+3tLQgRzRBLiPzjuliw65ezS8uqlcqVB13LRHJcx9X37xZzH5zSsKDg18d+BFps4fk85qeNAnUcO/c2MYQ7JlDft+YnVsjEVkrdF971FY31zRJI37dAGGei9ehAT/NsUTysNXHdNjRt3YGyVvaDaYjLSXfnx022D94SESQnQMDh8NisRgmixoc7B0XG1awJoj3P464jnj9h2C6x4yo9/ZCzyZ57V8MeKGjoKD0TayVyVKv17eIJFK5AgDAoFJYDHq/1QKjgOigXgitj9KLDGCJwzodAEAHumeZQPVzk0lsvf5BkKm0rCAvG3Q0gIVuEUpKSlavXu3n5wcAEIvFDx8+XLJkya5duwYNGlRUVNTeWSEhISQSCQBQXl6u1WoNR/BsRuj+NT4fv1625ej1k39TmVR7BpFOI1MoBDwBp9PrtWqtTKYSSVVNzVIthHGflzxq6SyCPdO4zR6CwWB0er1Opwd9YAHFiQ8N2bPq3rvfxA/ztVnK2EaeML+kIe7qbqIj2zY99jrPwzTH4InR7+8vu3jw+rZt/uN43onNGKzpAz9nWXCAn7eTcxtyZzApUVGD7i7TgWmykPlfuCVMscmorcjzIHQUFJQ+iOW1DHKlKu3S9Qc5hRQyiUYh6fVAIpOrNdrEqJDp4xJxuD7wOoPSTTKfVA7xRy3uniNQiZtA8XFVShRarQ6Hs/WGp1iqcgu2xTsiKvROoVKpdDodAECn011dXevq6q5cuTJo0KAOTnnlFVM7fOMjVF+30L0fD96+ouV2Tsu1jPrMYkUlTyuRQ1gIx6BRfN0ZQ4PDR0UyIwONd9pbt2keui46r9sK55ljNC3i25/siR3qTWdSrN1dfZ3gcWF99B/f0IO9rN1X3+F5meYQ5DNpHnfI2MeHVpffzPUbVesWJcKRnoaFFGbT1DU0j5GO7Z3NYtMc7OwZgxcOABUDeH6EjoKC0sewvJbh+59P+ro7b1rxFpXy32aLUCJNu3ht/4k/35k9EB7Zzxvhfh69PQQUm4JK3AQMAc8M9RU0iR2cWJ3XthxajVbaImFFBdmgL1To3cXe3r64uBj5XFJS8u233woEAjwe/95778XExCDHN27c+M4777DZ/22ZGh/5/PPP33zzzZ9++qmsrEwsFo8ePXrJko14PP6Zou8v/Fu0BCkybmH58uXvvvtum10fPXr01KlTAABHR8cVK1b4+/sjxzMyMnbu3KlUKuVqTezoMREL37LN19UVPBZOw3EYd9/eHBHqZtW5VlrKL68RxF7ZyQj1tV4vfZDnappTnTxjP/5VUJJdcvaHgvMPHILU9n4NHE9l4zU219G+gwSrAAAXZ3bt39lgQGQdea6EjoKC0new8L5cdT0fhuH/e3G0sYoBAMCi0+bNeLG8hieW2iIlG4plKais6+0hoNgUVOKtcUhKbGix9eOL3yDixA3GENv1LrYgqNC7hUKhOHv27LBhwwAAer1+375933zzze+///7ll1+uW7dOoXgaVbG4uFijeSZFiPGRoqKiL7744uWXXz569GhaWppEIlm3bl2nRcYt5Obmttn1vn37SkpKfvvtt1OnTi1evHjVqlVCoRAAAMPw2rVr169f/+uvv37w1ebHjx7evXPb6l9Wd3CZOSbqzJacJ/zConq9FawtNGrtg4flPD024V7q86Zi0ErkeQXPnYs+2y986AcHxv5wkxu3WcB7/dGxmJJ0ZzKR3PFZZApJUcO3zQitDfpsR0FB6RUsrGUQiKWuXPu2e8JAzg4cgVhq2R5RbICvS7uGhSgDkoEh8czMzLKyMgBAaWnp9evXe9ia66sT6qqb7kibdzWX/yyo3tdcka0UW2KYHVHTIHF9M7njOrdv3/7ll1+Qz3q9fvny5SpVJ9EEEe7du1dcXCyRSJB/2xP6vXv3+PwB8rbdQ3bt2rVu3bq1a9cuW7bs9ddfT05OHjNmDABAp9MtXrwYcabw8vIKDAwsKSnpYpsTJkxAfC4IBMLHH3+cnZ3d1NTUaZGBNrsWi8Xnz59fs2YNgUAAAISGhk6YMOHChQsAAIlEotVqnZycAAAkEill7nwSqZPllu3hJIYPzzwi5jreuFXc0iSxYMs1VU3/XC+kTRkZf/snsjvXgi33cVpuZl8fPPuKy+Sa2Pk3wucI7j7u7RHZGgKN6T582pB3to/+5rp38utabSdBT2EtjKP1ualhHgPjBx0FBaXfYWGPCQ6TXs1rbLNIp9PV8ZvZDLple0SxAdUNzf7uTr09ChTbYXuJ63U64YMCaVGliteCpRBJrg52iREEhx6ZTItEIhwOV1ZWdufOnTlz5ohEIiaTCQCQS6UMJkMmk0EQpFQqsVgsj8fz8vICACiVSqSOWCzW6/VisRgAQKVSORwO2cOJEe5f0lQ/3tkpgEgFAGxufBJOYohgbYNW5UegYCBIroexACpTyTyJFArU0xg0MplSKJBGJQ/vuFpzc3NeXh4Mw1gsNjMzUyaTwTAMAODz+Y2NjcHBwXK5nEKhYDAYiURCp9MNFx4aGnrjxo3q6uqxY8cCALLzi2h4CKmPwWCqq6t9fX1xOFxoaCiRSDRuEPN8RONvzbhx49zd3TEYDIfDcXFxMXwPGAzGw+M/m2QajaZWdzVVanR0tOEzgUAICgqqrKy0t7fvuMhAm10XFBQQCIQzZ84Yjjc0NDQ0NAAAWCzWuHHjZs2aNXXqVJqnn5uPT4RrX1xsExxYMRe+rz91NfO9rWy6wM/bntGzSA38euGTymY9hxlzaTszMtBS4+wX8M5ce7xwU+ggF25YpF6vb6gXPkr+MOzwZ46ThvX20HoHRlRw7emrHddpEciZo2JsMx5rg77C9QvkShUMw3Sq6YOO19TiZP80z5RerxdKZMDIyAuCIBaD1rq1On6zi6Ndx13odHqR9JnWEHA4LFKnK0NqDb9ZWMtvcnW0c7TrJKqucfsCkYRCJhIJBOMKOp2+WShy4Ji+Coql8qp6vlKlZjNo3m7OGIyp9xNSQaFU0alkL1cnEpFgUqHN7gw0NAkc7ViIU1XXv3OU1lhYy+Dm5EAmEI6mX5kyZhiD9l+O9yaBKO3SdV8PFwbN6iGdUCyOA5vR20NAsSm2lLhWqij79mjlnlNEAo7JoBCxQAUwzSptToOAGeoX8PW7nIQwsxsvLy9/+PDhF198AQA4evTo22+/rdPp/jl/dsrsVy9evFhbWxsWFpafn5+QkLB58+bJkyffvXv37bffhiDot99+e/HFF/l8fm5uLp1OnzFjBgDA79MFt95aKXa0E8KaOo2SjsEXqaT35IIQEuOgoHo+x+MvSWO5Wj6KZv9jU/k8jicH2yNPh5KyRq/FM7HUzrMJxMXF3blzJzExMSMjIzIyEgCQk5NTUFAQHBy8f/9+Nps9adIkOp1+8uTJuXPnIheekpJy9+7d8vJyR0dHpH5+TnZURDhSX6VShYeHp6amLlq06J9//omIiGhqajI0uGjRop5cV/8lMDAwICCg9XEIgjr28e4ARINjDPxvaskOijruGoZhMplsZ/ffK2ZCQgKX+1SbsHLlyrKysnv37p0/8VsTr37z118PCuqjq27nlNGOE4ZV7jt9f8tROp3ozmVwndlYbDeUXGqVtq6muYonBgya/7fvO00f+ZxkrDSglSoev7MlOtKDxaYBACAIcnJhE4m4Rws2ji5Jw5JtlM6jT+E4IS7v3S1SiYJGb9taAYZ1lVXNQ+dMsvHArAT6CtcvuHDtvkgqmzdjovFBlVqz7odDXy+fb89mAgDS/75z9uod4woQBFbMmxXk7W58sKqe/8WuI6sXveLr7txBF1fuPDp+4VrrkWAw0NfLF9ixGF0Zkgl3svKPnfvb2925tKrutSnjYsODu3jJh05fIhEJJsH7CsuqjqRf+Xr5fMMRsVR2NP1KZkGpkz2HQiI0CkQQBL00cWTcvx09U4FMFIqlIolsZEzYSxNGGucfOHT6EptJnzt9QutRNQlEn+34ecW8l/w9XUGXv3OUNrF89Mf3Xk85dfnGuh8O4rBYGoWsB0AslWEgKDE6dMroeIt3h2IDxDIFC1UPPU/YTOKCe3kZKavsWOT4oT5U2jPLaZ3Ovb62JWvGKvsXE0L2rMIQzFmx83i86Ojoe/fuxcbGDh8+/Pbt23y5MjA0HClNSUm5dOnSwoULcTicVCoFACB1CARCTEyMm5sbgUC4d+/e3Llzkfr2o6PwXM5f9bU19pxqjSKUxLgk4fsRqDyNslQtU+t1AIBJdEd/Is0OS7gpa57CMH/7SCSQ8RvFo5bN7krlwYMHX758OSYmhkgkIm75fn5+Go2muLiYx+MZhx40XLibm1tOTo6HhwdixOHn51fLbzbUT0pKYrPZGRkZhlOMGzT7olBaU1BQ4OLy/+ydd1wTZx/An+wdICFsZAoyBREBFRyIW6uirdLWqnVU7bBardqqrbZWrastts7q62q1rjpQFMW9GCJ7E0KAQAYhe13y/nGaxrAC4gDu++GP47lnXZ7nnnvud7/hBB8bDIaysjI3N7c2T7WOi4uLUqmEVVRgiouL4TiadXV1xcXF0dHRnp6engOHPH388Ndfdu7+44/OvKROBUMhen45w33R1NozqVUH/s25lsN0sGHSCAwGlUIjNhu1SqPWSSVKkUgmkKokQon96Ci/jRNZsf1Bj4ynLbr7lEojwiIGIzZMGpkkaHiYazss7E117A2CpZF91s9/8uPBqAgvLM58ChkMhuwcLmtMlFVoMyLFrgiyhesSaCGdVqczS4T0eoPBYExXqtXhQb4L3hvfelW3Hj9Fo9G3Hj81kzKYNTFyUP8h4X0BMAAAth88FezrNWJgKAAAjUbjsFgLu2TGqeTbc6aOCenjdScj58qdtNalDKb1a3VQXmlJWk5ReNB/Um8dBOlMGlKqNZv2nWBa0zYu/ZhlYwUA0OsNj7MLjvx7DY1CDQju8yyDFW3jl3OMGhDsat6BU1d+E5xbMjPe+BDQ6qD7T/JGDurfVOPj3PX7OggyGlVZ+JsjNEvnC/WJBHzC+Nhfvvl0zeIP5783/pPpE9Z/Pnv7qkVT4qJNNwTnUu7NXrUF/tuy/4RWo7mTlGL827RzP3zqXMq99MIKAEBmMVuvN+SWc1UabXEVr1Gu5NQJ60SN9Q0STp1QIlcWV/HUGm1OOVdvMGQWsQEAcMEnxZUQpM+t4Co12hJuXaNMwakT8kSNfLG0kieQKlRFnFq1VpddVqXXGzKKKgAAaYXlcEEdBOWWc5VqTQm3TiyVc+tFcEH284IarS67rMpgMGQUseGCBgCelFTqIH1eBVeh0pRy6xqkci5fxBM2CsTSilq+TKkq5NSqtbqnpRy9wZD+vEUDAFklHB0E5bOrFSpNWXV9g1RezW+oFYoFjdKKGr5MqS6srHneIoC7Cl9jVkmlVgfls6vlKnV5Tb1IIq/mN9QIGoSNsvKaerlSXVBZo9Xpsko4BoMBLpJeWGEwGLJKOFqdrqCyRq5Ul9fwRRJZjaChmt8gksjLa+rlKnUBu0arg9g8gbEtuODTUo5GqyusrJEp1RU1fEGjtEYgruaLGqTysup6hUqTz67WQVBWCcdgLFhUoTcYnpZy1FpdIadWqlBV1PIFYilP2Mg1FlRr8tjVOkj/pKTS8HwgMorYBoMhu6xKo9UVcWqlChW7ls8XS3miRm69SCyVl3DrlGpNXkW1DoKeFFeC/wpW6PWGnLIq9fOClTwBXyytEzVW1YvEMkVJFU+p0eZWcCG9Hi74bLIVsfUGQ045V63RFlfxJHIlp05Y3yCpEzVy6oSNMkVxFU+l0eaWc/V6Q2bxf5Ot2Vla3yCpb5BU8gTwLFVptDnlVZBe38wsfT7ZjLMULtjsLDUWfGGWyhRV9UKe8NkslciVhZxatVZrySytqhfBk41dK9AbDK3P0ryKaoVKXVpdJ/pvlsoqavkypbrAgllaVl0vksgK/7meNm5pkI99SHAvMxEDAACNRjm7ModE99HcffIo7rO8kkqZySytETQIJbIyk1maVcoxm6XsWn7/8PDewf3v3L2bkVvo7O75MC0jLzvby89frzdodFC1SIrBYtPzywwA5JSwAQBaAi03N+9q6m3/wMDsEvaBg4dGjJ8kEEtrhWJ4lpLjhzlwtaPwzM9sPTNVjQQUOobKHEq1/cjGFQtQAACNwQAAUBkgAqqF1RWLAZEhIH4kGDUY2DavT2jQG57mV9utmSPHop/N0vIms7SYrTcYssuq4DsUTyAeOvpXYGiYTKmu5ov+OnGyRigePXYcwBEBABmF5QCAYnYVAIBTJySTKbnlXI1OxxOJZUoVp0545NhfGh3UL3Iw3dq6XiyB9Iac8irjWppdVnX27NnSmvoJEyYCHNE4S6vqhXXPpzc8S1UabXZZld7wwn3x3yzVaF+cpRKzWWq6CJvP0mq44H+zVKpQGZdEs1n6pKTSbJZy+SLzWaprbZbCi7BIIqsWNNQIxUKJTKuDFOpnk+1p6QtrKQAgq4QDF5Qp1XKVWqJQwrNUB+kr6wQypVqp1up0UFYJBwDw1GSuJv6+my8QFLBrZErVH/v/7OXmDmEJ1YIGSK//ffeeGl49vJbu2LXH29u7qkEBAJCr1AYDyC6r0uh0OgiSKdUVtXxBo6xWKFaqNRKFSoMhWFlb7zl4RAdBT0oq5QrFipWr9Hp9elEFBotdv+EHPl9QWFkDANBqNCg0plYohpfE0mrjWmq2CFfo9Ybssiq1VlvIqZXIlWyegC+W8ISNVfVCsUxRwq1rfZaqNFrjIlzfIKlrkFTVP1tLlWpNbjkXgvQvrKVFbEivzymvUmm0xVW1Up1WN6yfxz8/BT4+iF/2gdC/d0al6Fry06tXc24/KL3zqOxhRsWtB6W37pVcuZx183ZhtkChHhZBXDcvvPAkc+cSfZhvvVhqugg3O0shvf7ZLK3iwZOtTmQ2S3U5TWdp8bPJplS/MEv5Yim7lm86S5tbhKE8drVC/eyJbzpLpQpVIae26SxtulUQSWTVfFGNQCyUwNNbVcCu0Wh18CwtLqzAN3mRBgBgsegGngCepSKJrLyGL1Oq89nVWh3UdKvwtJSj1UHwLC2vqRc2ymqE4mpBg0giK6uul6uMBf8b+oyiimezVKsrgLcKz2dpNb9BJJWXVtcpVGr4wQ1vFeDJBm8V4IKFnFqZUsWuFQgapfAsbZDKS7l1CpUmr4Lb0lbhxVkqfWGWqjW55VwdBImGhzHjh9+5V9wgfMHxh0KufpxeLmFY2W1axHv+xDcWhCDzrYLJLOVJ5Ep4esP70sbnk63trYJM0Y4Nrf75hvaFWfrChtZslhLxONNZar6hreW3vaF9cZYaN7Sms9S4CDc7SxukcniWmm1om1lLn082sw3ti7P0hQ1t5vOh10JQCbdOqbLUYK1botZoH2UXxo8cnJ5bpFS14aSJgMcR8HgCHo9CobBYNHwMixg6gE4HNUrlrg4sAAAOi4X0+nYVt7e1OX7xhlSuaClD0s1HGDT68w8ns56rUaDRqMgQ/6/mvOvAYvyXYeZkUyMLd2eHL2fFl3FqHmcXmNaGRqHPpdw1a4JbJ3icXdgtzUKVam2NoEEskdc3SGuEDQ1SeXkNX6H+by01fTGfvWrL59//YvpirlZ35LZC3blze/DgNux+LUel1qzfdcSRxRgdMwBWNbGEgrLKXcfPf7LgQ2NKLysK/bW4VUewBL5YwrJGNO56EK/ijbTDAAAgAElEQVRhxGVFlQ+iF/QPdbNhtG3elvGkEjcwJPjPb9vVxM2bN5lMZlBQkFqt3rZt24oVK06fPi1WKPsOH2lDIubeSY2NjdVqtUePHvXx8Xn8+PGkSZNCQ0NPnDgBQVBCQsKmTZtYLJa1tbWdnV109LNFMikpiXC7kPDXzUGR3juE5ZOsHC5L691w5GqtcgHT/YKEV6FReBEoRSrZQqZ7g17L1igGkk3MF53twecfgkYpKKoANlagfwA4fRVcM3fyn19QI3OyH3BphyVfXy9cuODv70+lUtevX79r1669e/d+8MEHN27c0Gq1BoPh4cOHU6ZMycjIcHZ2vnfv3s8//3z69OnY2Fhra+ukpCQikVhWVvbxxx8nJSWJGiVUEvHhw4fu7u4ffvghjUY7dOjQrFmzkpKSQkJCMjMzjRWuWLHCzDtAT+Ddd9/94YcfmrWYGDly5NWrV43/rl69Oj4+PiwsDAAwa9asLVu22NnZNT0AACQkJHz00UdHjhzx9vaur6/X6/WbN2+GPYO0csq0hpaaFggE33zzDR6Pt7GxycvL+/DDDydNmgTnSUpK2rdvX2BgYF2DuEEk2rZ5Uy9XSzU/L1y48P3332/evNlUUaJTyM/Pnzlz5o4dO4z3WtsYDKpagYYv1smUepUGQyVhqSSCPRNv24web+eiUChiYmKmTJmyevXqV93WSyLNLUuL/XTo0D6m+2Y9pL+RWhB1fx+ld49W+q3++1rRikS0QU+nk1AooFRqZI1Kz2UJXss/QDWnJtNF6cZbODgMjV6vhyBIo9FoNBqFQqFWq2Edva7F30mpjVK52TdzhUr9+Q+JG76Y5chitpTHjDvpOVfupv24ZM7aXw8NHdB3eGRo603AbNr7V6i/96jB4e3tkhlLNv7++YeTXRxYP/xxtH+g78ThrTl/Ma1/y/4TQb4eTwvLrWmUT6Y/c3qdXVR+5N9rP694ZqT51ZY9E4ZGDhnQt6UKW8lw5HyKoKHxy4/i4X+37D/hZG97Nz1nxdz3PE00Pn45fIZCJuUWVyx4b7yfV6+WfoSuSHp6OgaDoVKpFAqFRCIRCAQ8Ho/FYuFHQ7NWn7n1YuPxnweOz44fE+TjYXmLBQX5nWwxodZodRA0NCLk+MXrAd7u8SOjO2ytivD2oFRr286E0I14DSOet3Bzbw87S0QMAICQINdbSfdEd7IY0SGWNzF06FD4gEAgwC8DGAxmyvhxLBYLAOAbHw8AKCkp+eCDDygUSmNjo7OzM5wHDhywcuXKpnWOHTsWjBmTll2Vk8ddGuQFAFjIcJfrIRrm2Vo63dqZgsaOo9kDAEhojBPWREcDhwVffgQu3QKpj56l/HsdfPMJqBOC7CJjriqOgCdRR99Yb6GC94QJz57Hu3btAgDMnz8fADB+/HipVEqhUCZOnIjBYPr16wdBEPyeCfuYeHYtAAwYMACNRo8fPz6/rLKPhyucH163YVMROJuTk5NphZZ0rJtx8uTJlk6ZvucDADZu3Gg8PnToUEsHMBEREXFxcZWVlQQCwWgf0fop0xpaatrW1nbPnj08Hk+lUjk5OeFNfFyNHTs2Nja2urq6UaUN9X9LPTJYBApFdGIRnVhvuh9vNbRAL6uBwYWFlX5+TkZnZvkF1czY/j1cxAAAcJ4e5/zeCHFGoayw0qCDSG4OjEHBHbPOe5tBtnA9itvp2YNCAwAA0WFBt9NzTKUMrwE/r14PnxbUXb9nRaOMHdI+/6loFGr25FHf7zqckVccFmAu0BdLZWKJrLe7S0vFW8/Q2805I6/YNIVlQ48JDz6VfHvF3PfglGI2t6Cc8+OSObnFPS7i7yui8/0yYDDoIB8Pfy+3w/9e/eXwmfnvjScTe6J7oe6EFWLR1zNITk6Ojo4mk8nGES8uLqbRaI6Ojq0XtJAHDx5ERUUBAER3nyoLK91iLH3DwWDRvr0dilbuirq3r8Ot5+fnW1lZwSIGI66urufOndPr9Q4ODnZ2ds3mMQeF6vfPTw+HLcwvqPb3c0ajUEYRgyuOREShKegWXsJjwkF1/X8iBgAAXwQOngHTxxqlDDXVDYVl9QPv7sMxXvbTExzdEJZSm75kaiHDP9mCx1y5Ex0XH8j0Yj4T9Dg72KHR6FYUBU0rROhE0Gi0h0fz3wdaOWUJcMTKphAIBE9Pz0a5ssM193CIROLBgwdN/Wu+zQTtW50xefmDx+WOTAowgGqhDOfh3O+Pr990v94OUCjr/n7W/VuzHu/qIFu4rkJBOWfT3r9MU/RNAkCUV9XuOXERPsbjsNPHDSeZBFDg1gkqa+oWv/8OACAqxP/01TsVXJ6HS8ddRFnSJVN83V2OXrjeP9Dn46ljsO3/IGFva/NO7KBjF677urtSKS84Z5UrVAAAK5PAAma0nsGKRpErlAaDwfTj9/ihkau2H8gproA/0Z9Kvj0sIoTZRPGn9d8coRU6X8oAg8GgZ08Zff1B5veJ/5s4fNCAYN8O2/kgvHHqRI1WlG4SOBqhFTZs2DB27NjVq1cbRzw5OdnX17ezpAx79uyBpQw1fyW7Olq3S9HJyckm71qOulZIcOzgzt7f39/f398skUgkTp8+vfU8TcFQiAOSf00b+2VWdlVwoIsxilIIqVVVbXcnkFNsnphbDL6aA1AoYDBUlNWVccWRKYkU7xal9S9Jg1I3fF++DodxdKFn1Kq33cn9dYLHe32ZALnNex7IiHcYNBodFBT0pnthKXhbq6jbe2rP3BSmpksUau93YhwmRvdMX5g9E+RO7yrYM6zNVA80Wl15Va1pCplIcH8efhiHxeJeNO25nZYd5ONpTaMCAKgUUt8+XrfTs19GymBJl4zklbD/Sb7jbG+r1xs6/NI3clBYZl7xsYvXzYwUnqligRZlHG1kMAAAUAC8sO7RqeRRg/ufvnonsLfHk4KSWr7o8w8nNy3a+m+O0Aqv9s0/NqpfYG+Psyl3/7ly045hbW9rM3PSSETc0OVws+8aX2wQXhIbGxuNRvP48eO+Ia9WxU54PT3Us32TCoVGMR0YwjtPnN4d8Yp61S5wNrSI64lZH6y79yC/X0gvigXxJoFKA5pmIxGBVqvT6HLyuFIsfuCDfWS3zpHpNMuyS5UUFmVw1DMphp8v8/MLJTEeNEc6HrnNjWj4YlkxR1lZqxFKNEKxViDWq7VApzPo9CgcFmDQWDoFZ2uNt7UmODAons4Ub1d0hxwJ7d+/n0RqfvffyqnO4lWMeHl5OZ/Pt7Gx8fb2bkXtRSKRsNlsjUbj4uLSksKFER6PV11djUKhXF1d29AzsqwDYrGYzWbrdLrWW6+pqeFyuXg83snJCfaCYSH19fU8Hk+n0zk6OnaWiPZlQaEc44c5xg9Ta7SEbmcRgNA6yNreVWBY0wcE9zFNUajUh84mm6Y4sBhm3hOMaLS6h1n51nTqr0fOwimChkahWPremKHEjn57t6RLMHq9/tC5qwnjhwX5eG744+jp5Dvxo6IBAHklbLFUNqhfoIUtolCoWVNGrd91NDO/xFQbgkomAgAkMgWV3PyTkU4hAwDEElmzGRokUjqV3FS4OnJQWOqjrAdZ+ZdvPx4THd5s2VZ+c4TWeeUv/Pa2Np9Mn6BSa2r5QolMgcUgIoauR2l1fYCHpb48Ebo0S5cuXbJkyeLl34T5eZmmSySSrVu3CoVCHA43c+bMfv36AQB+/vnnyMjIU6dOKZVKFxeXr776ikwmAwDKy8t3796t0+l0Ot3UqVNjYmLMWlHyROTAdm++yXiUsqr+JS6uk8GQiWFnNrN3nbq3do+Hh52Xpx0a06o1QUYeWPAeuHIXmLrqHR2tvJN571ahw9Rhg3d8iSa+WjW8iwUN06f9pxvMsCH2cqGlljUmhLJ67G2uV2kaHuY2PMqT55TKCtgydg3KACg2VDIJj0ejcGhAxWHgkUWhUQa9AQCg1UJaSC/RA5VGJ5eplWIpgWlF7e1KDfSiBnszo0MstHiH75f2nuosOmXEi4qK5s6du3nzZiqV+sMPP5SXl8PpTCbziy++gJ16mCIWi7dv33716lVjfDJ/f/9ly5bhcM28+mZmZu7cuTM/Px/+F4VChYaGLlmyxFThqF0dqK2t3b59+61bt/TPnZ8HBQWtWLHCz+8Fhfny8vL169fn5uYaU4KCgj799FPYoydMbGzsu+++u2DBAtOCqampv/32G4fDMaY4OTktX768HS4tXzHd6Tavq6uTSCS9e/cGAKSnp/fu3Rt2j2o5xcXF9vb2cKmysjIbGxsGg9FmqS5Hdxp0hFZIzy1CoVBmqgfnb9x/lF04JDz4VbdeJ2yQyORRIQFoNOrLj+K3Hzyl1mqnjx129X6G5dEAYBxZzInDo46evz511H8rJ51KsbGilbC5TWNPwlApJBbDuqCM4+LQjDC6sJzj4dLMtpNIwI8bGnH436s0MmnEwJ4Y2feV0snv/BQysVlHI0QCvtnRRegS+Lk5tZ0JoVtAp9NnzpyZcv5UmN8LVrsrV6789NNP/f39FQrFV199tW7dOnt7+5SUFAwGs3PnThQKdenSpXXr1v38888AgA0bNmzevNnOzk6tVs+ZM2fgwIHYFzWYII22Ax4EMQBAb58lufviqfYTo/M/334jNcvDneXqysQTWlhXC8tBXilY/jHYexLUCwEOaxgTA0X3z4pfGXZhq02kpZL+DgPpDWqtHod9QRSCw2Ekagj0sNvcoNU1pBUIr6cJkh82ZpfSWVY2NCKDhOvFJFLc/FscwZZqMxgUCrVcopDdSRelPCxZtcuAxtoOC2WOjrId2o/Uq+Paqq+UThlxCIKUSuWVK1du3ryZkJDw008/sVgsLpd74MCBtWvXYrHYkSNHGjOLxeKPP/64trZ2zpw5cXFxDAajqqrq+PHj8+bNmzt3rlnN165d++abb3x9fbdv3x4QEKDX6/Py8vbs2TN37tytW7cOHDiwvR2orKycN28eDodbu3btgAEDsFhsbm7unj175s+f//vvvxstICQSySeffILH4zdv3gwn5ufn7927d/HixX/++adRwKFUKjWaFyJ7JSUlrV27NjIycuXKlR4eHng8vqysLDExcdmyZYcOHbLEFOs10J1u89ra2qqqqt69e9+9e5fP5/fv37+9NeTn5+PxeFjKUFRU5O3tbaGUgcPh5OXljRkzpt2dfhN0p0FHaIVbadlRIf5DX4ywwBc13k7Lfg1SBjwOB0F6uVJJo5Cd7Jgr50//9cjZn/Yer+LxZ74T197aRg0Oz8wvOZtyzzQxKsT/+sMnA/sFmCnFF5RxcFiMt5vzoH4B1+5nDA4LJL3oELCmXvg4p2jh89AVZgwd0Df1UdbYmAg8DvkQ3sl08g+KxWDiEFFQt+NpKSfUx+1N9wLhNTF06NCTZ/7NyMgwfrjLzs52cXGBd8lkMnnGjBmXLl2aM2eOVqtduHAhbAs3bty4U6dOSSQSCoWyZMkSWMEYhUIRiUQ+n2+mNkywpqk1WmI7v9urDYDu+DYGUCS52oed3SzNLSvbeCj18n2GnY2dNZHJolOoRHPfEwdOCfuHWH/3GUqnQ1HJ6vTcqve/URRxyjYeCj64Bs98tRH4MGhUqCu1tLzBz+fZpwCNDqqobBw43BH0jNvcoNcLUzO5By/wLt6j2FBtrUle1mTGqL5Y7Eu5tEShUBQKkUIh2j2b5i4KuUpQzhZsLipcugNnY+0yZ4Lzh6NJLu3Qun8NdOKIX758+ZdffjG++fv7+2/atCk+Pn737t2mUobt27dXVVUlJiYOGPDM97iVldXGjRsdHBz27XvBsWt9ff2GDRtCQkJ27dplVHMYOnRoZGTkvHnz1q5de+bMGTr9Px9dbXbAYDCsWbMGjUYfPnzY6LUxJiYmIiJiwYIF69atO3XqFGxhkZycLBKJ9uzZY1wA7ezs+vXrN3Xq1D///HPr1q3N/gIQBP3yyy/BwcE7d+40ClX79eu3bdu2d95559SpU2vXru3wzwsAgFdXLpfbq1ev4cOH9+rVq2meq1evDhs2rFmtECMtDfqjR488PDxMDUMaGxvRaDTs8/Vt5v79+/X19VOmTIH/1ev1x44d02q1AIBZs2bl5eXl5OQAADgczqeffnr27FnjKaNBjUajOXXqFJ1OT09Pf/jwocFgeP/999FotGk9aDRaJBIdPXoUhUKFhYWx2ey8vLywsDBbW1vTbNnZ2RwORywWw5Vg3w4D4Z6wtvcctFpdQ6PUNMWKRkGj0TX1wjJOTdP3+cFhAcl30zi19b0c7QAAsGq58Sweh2vq7LBjMK3pvd2cD55JnhM/mkomMa2t4gaG/e/cVRKRUFDGiQrxx7Su7PkiaDRq9pTR638/QjMxYRgbM+BJfun2g6emjxvm5mQPAFBrtHcyck4n31kwfTwAYPTg8KyCsi37T7w/IdarlzMKBSBIn11cfuz89fBA3759vJptC4vB/PDF7FY8hbX0m1t+OT2Wt2IFRHjLQZ5PPY2N69d9+eWXf/zxB/wvm80uKChYs2YN/K9are7Tpw8AwMHBwdR03MXFhcfj+fj4yGSyNWvWqNVqDAYjlUoNTTwS03xcGxsURMf2SRkapWon3+an4sWLF2/cuKHX6+GgjHAoymaRqjVlQrEdlexENw+iqdFozpw5Y+oM0hJycnI0Gk1AQMDp9Duzjm/QSRV1l+4Jkh6U336iEjSQrGlYPAaLw+ghvU4LyQWNxCtZA249oriwgFxJVGt625K9hvkXFXPvR3488OGBVy1o+G2C+4j9+WoN5N7LSirTpqfXTA5gBDtSQHe/zWVFlTV/XeMevICBIBd7K79h/gTiK7ROJ1OIvTyIvQAAwLWxQc79K+nutqMUL2eXuZOcpsdhaW+Fy3cHByZb1OjO6IQpFxMTY3zDh8HhcEOHDj1+/DgEQbDiklAovHLlyvjx440iBiOLFi1KTU2tqqoypvzzzz8KhWLlypVm78xEInH58uVz5sy5ePFiQkKC5R24d+9efn7++vXrzQJDEAiEJUuWzJ0798GDB4MGDQIA8Pl8AIDZazydTo+Pj8/Ly2vpF6isrJRKpVOnTjV7sbSxsenduzeXy22poIVMnTpVoVAcPXp01qxZMpkMXuukUimNRpPL5SgUSqVS1dXVwYutSCTC4XBoNLqqqsrX15fD4dBoNPgrvae9dXFxsbe3t0KhgDN4eXlhsdigoCACgQAAKCsrw+Pxrq6uaWlpKBQqNja2vr6ez+f7+fmh0WiZTGZa6iUv6uV5/PhxY2PjF198YUwpLCwMDg7u27dvUlJSSUlJUFBQUFDQ06dP5XI5h8MxPeXr6wsAUKvVO3buHDpxUlVhAZFInDJlyoMHDx49emRjY2OWOSUlZfTo0T4+PufPnx84cCCNRoPDEplmq6mp0el0M2fOhCuBZ9Qbp3uv7d0GIh6vJpjHHMViMBgMmvg8SpQ1jZpyPzOrsMw0z7TRMaMGh+eVsr17OTnbm3+JcWQxfdxdcosrejnawcVzTMI04rDYrSsWUMhEAgFPxJtvySzpkikL3hu//9Tl5Vv2shhWMoUSANTMSXFYDPbf6/ceZRcsmz2tlfoJeBzhxTqd7JgTh0Xdz8r/Lz8Bv3Le9FPJtzfv+xuLwZCIhEap3IHF+PSDSQHebgAALBaz/ONpp6/e3fG/02gUikwiSuUKIgEfNzBsdPQLjhXMmjMTMRDwOKP/mlZ+86a/AIIZb/4hgfD2k1HEDvN1f9O9QHh9lNWJExISEhMT4X2nlZVVVFTUokWL4LMQBME21UKhEN7swulCoZDJZObn5x87dmzr1q2wYflXX33VtH77abG1v5+0d7S2vEtKpUYhVTAGNuPX/ffffxcIBJs2bcLj8XK5/KefflKpVE0NwmFqJTKVVlcrkTWVMuh0uszMzPZKGWpraxUKRXBwMBxxEEsjO0+Pc54eBwDQq7Xy8mpIqtBJFWgSQVZQUbL690GDfPEELBA1GmtAo1F+fZxBQU3OvI1hZza3q/X2EuRAvvtJ4LfXqq5e4dvT8F9F2s0Nf+Y5uXve5gZD/ZWHpd/vV5RVO7vYhAc502iv29e6lQ3Fyobi5+dUz2vgbj1S8HWiy4ejvVZ8SHR+w6oNnAaJAQBHOpXw0h6z4dgxZsCOFeVyOax08OjRI71e36ySORaLHTdu3O7du40p9+7d8/Hx8fT0bJo5ODiYxWI9ePDAVMrQZgdSU1MJBEJcXDOKu3379qVQKGlpafA7IXwj79u3b/ny5aYyDjMXDGZ4enrev3+/abpOp+Pz+Z1r7Z+UlDRmzBgajXb69OlZs2ZduXKluroa/phvMBgOHDgQGxt748YNBoNhb2+/atWqyZMnnz59evHixWw2+8zFK6OGRR88eJBGo6nV6r59+x44cGDBggU3b94MCQlJT0+nUChyuby8vFwikUAQlJ2dXVBQ4Ofnt2/fvgULFiQlJZmW6sSL6hiurq5r1qxZv379qlWrKBQKAMDd3f3cuXMZGRnl5eVOTk4AAB6Pd+nSpVWrVimVSrNTAIADBw7gSWQ9kSJWqqP79QUAMJlMNpsdGhpqlnn48OF//vknlUqNjY01dqBpcwEBAcZKXvfP0QLdc23vdkwYFtX0kwweh/31m8XG9+HR0eFmb8tGYiP7xfRv3izii5lT4LAIrRRfnDARhzWXvFvSJVOs6dSv5kxrkMhEYgmJSHBkMeC396gQP5XGXFphVv/CGROadmDskIhhL5rhU8jEjyaPfH9CLE/YoNZobehUhtUL+lYEPD5h/PB3xwypEzQo1RoqiWhvy2iqptBsc0bWf/6RJb85QpsgUgaEtkGeTz2NMF934OuekpIiFAp9fX1DQ0P37t07a9YsWHCwc+fOwMDAUaNGSaXSy5cvjxs3DgBQVlam0+mYTGZmZmZwcDCcUyQSZWVlNa3f6b244nV7FXIW2ZLQDAAAAEpK61xnj0c1eR0SiUSpqaknTpyAhR0UCuXrr7+GQ3IaDIasrCwej+fr6wu/rigUCqGAzxM28DiVjkOjnZycnjx5wuPxIiMjbWxs4AolEsmjR49IJFJkZKTxY116enp9fX1gYKDxC2d+fj6bzTY6jcNisfDLCQDghXb9/ntNKl6Z6Ofj0JLNv4+PQ2pqlqyoktqCvkZn0duWeGJG76bp3ew2N+j1vHO3Sr/bbxBLvd0YjrH+7Yqc2umg0SgHJ4aDE0Ot0pbfTLt95IrD5KHe384me7wxk2kUCmUwGJpuIjuArW0zpkzw7WP0swi/dMEfkJti5ragoqJi9OjRLTXn5eVVUVFhmtJmB0pKSphM5pUrV5qtkEAgVFZWwscjR448f/78mTNn7t69GxcX179//7CwMMudccpksuLiYi6XW11dXVVVlZmZKRAIXrVPwSlTpri4uAAAEhMT/f393d3dAQDjx4/HYrE5OTkRERGNjY0CgSA5ObmvX28ej1dWVubv7z9+/HgbG5vMzExjPba2tk+fPh0yZIiPj8/Tp0/xeLyXl5dWqy0uLubxeHCepqXeII6Ojng8ftGiRTt27Pj2228BAP/73//i4+Pt7OySkpIAAEqlcvfu3V9//TUKhTI7BTN37txqgfB+ylU6hWK6RDTNzOFwli5dikKhNmzYYJRwNc32ZteZZulma3t3pSWDgmbf55uCRqNaCh9jSVgZfHOWVh3rkg2davPiVxwUCkVqLsiFaf3NdgAA0GxBLBbj0kRr44UMGExTtQ5TWmoOxsLfHKFNECkDQts8KakM7Y1o3PUg4BH/+uuvp06dCgCg0+kLFixYsGBBcHBwbW2to6PjqFGjAADe3t5Pnz598OABgUAoLy///vvvAQCDBg06c+bM5s2bYa9sgwYN2r9/v5lNMt7Wymv5h9l7T0eEe1qyJxPyJXVC2dDVs5ueysrKiomJMTWQo9FoW7ZsAQB8++23AQEBrq6uBw8ejI2NHTp0aHFx8S9bt3kFBHn07r127VofHx8HBwdnZ+dvvvkmMTERAMDlctetWzdmzJjy8vK///57+/bteDx+zZo1rq6u3t7ee/fuHTx48OjRow8dOlRZWRkdHf3PP/+w2eyRI0dqtdpffvll27ZtzbYLAIDkKnFWyYAxIS1dIwaDdnC0rr/y8FVLGVqi+9zmBkP1X1dLvtuP02p93Jj2AW+X80UCEefn7+zlZc/OzL0b9hFrdJTPhvkUL5fX3xN9Z8gXYCxx5iqTyQAAVKq5DhGMqf2/RqPRarWteAQgk8lyubxdHZBKpQKBYO/evc2eJRAIRCLRWFViYuKlS5dSUlJOnz597NgxHA43YMCAKVOmDBkypJUmSktLf/vtt4cPH0IQZG1tbWdn5+TklJCQkJKS0nrf2gsajYYdAUgkEjjF+KvOmDHj/PnzKpUKjUbDQhb88+2yXq8nEAjWzh4hvd28vLyePHnS1OTBxcUlLCwsLS3tzJkzXl5eAICzZ88GBARMmjSpvv5ZfJ+3wVDCDCcnpyFDhhw9evSDDz7w9fU9e/astbV1ZWVldXX15cuXqVTqqVOnAAAsFsv0VEhICAAAj8cH9u2beu++TqkwrdOsnpCQEDwev23bNh8fHzKZzGAwnjx5EhERYZbN2fltDOXQfdZ2BASELsVb97RAeAsJ8rQoKhtCV+fChQvwATziDAbjxo0bcEpMTExkZGRNTY2tra1xR4tGo1evXt3Q0CCRSFxdXeFXfTKZ/Pvvv1dXVxMIBBaLZTAY4LcLAMChQ4eMbXl+9b7wZkZOdlVQsGvrggaJWJH5tLLfqc0462beT8Risb29fdN0pVLp5+cHf3Hy9fX9/fff4bd9GwZjQsIHWAyagTZwudyZM2cCAAoKCthstoODQ01Nzd69e+ELJBKJly9fZrFYdnZ28+fPBwAMGzZs/vz5oaGhGRkZv/32GwBg+PDhK1assKRdVQ2fQCWh0a1dKYWAVZS/rP12h+ket7k0tyxn3kZ9rSDQi04CRjkAACAASURBVGVr92qdXLwMeALWp4+Tp7c9u6j0XsQc98XTvFd99KrjmJqBRqE6UdDQJvBrvEajMb7Pm2JcJQAAeDweh8OZyRFMkcvlsHp8u1r39/ffv3+/JZkxGMzEiRMnTpyo1WoLCgqysrKSkpKWLVuWkJCwdOnSZosUFxd//PHHLBZrw4YNERERpiEV09LSpFJps6U6RkhIyF9//eXs7GzqyQLG1tY2ISHh5MmTzRaMi4u7lJQkqnKvrq42am+ZUllZeffuXSKRaGVlRaFQ7ty5Y29vX1FRUV5ezmazBQJBJ17FyxMSEgJLCgAA0dHRcLjQ4cOHR0REYLFYAoGgVqthoz8jcrnceAoAMGnSJAAAX64Y++4MOpHgY88EAPj4+Pj4+AAATOsBAAQGBsJehyZPngwAWLZsGYlEaqk5YyVvA91jbUdAQOhyIFIGhLYp4tQiwZZ7FM2OOB6PhxVxzbCxsTHbsKJQKFh9Fz5u9pskCoPud3Jj5rRVj9IrggOcyWRC0zwGg4HLERaW8IL2rmYOaSZELgDAysrKNDq9EXj/d+LEifLy8oaGBuP3t14ez0wYcDgc/LEOvjSFQgEACAwMNMpQwsPD//rrLxaLZXRWh0KhPDw8UlNTjVtbAEBkZKQl7WIoREgHNXsJRnSQHtvEW8Rro6vf5pBCVbbpcOWuU95e9u6R3m+f2nIzYLEYbx9HV1fbglNXbx66FLj7a7sxzfgXeEW8ThEDAAAONMPhcJp9+yosLDT919XVtbS0tNl6DAZDaWlpe1/hXFxcmrXeagqsCACrAOBwuODg4ODg4A8++OC77747fvx4fHy8m1szn4X//PNPCIJ2795tGqYBBn5HfXnIZDIs7vT29u7VqxcEQfBLcnx8PJzhww8/BADg8XhYeAoza9YsAIAx0sewsZPcWFamazKcAXZk4+TkpFKpwHORkIuLC5VKlUqlFApl4sSJGAzm3XffNS31dmKUQJmJGFo/ZUk9eDzeaPxiPNuuOt8IXX1tR+gYEpmCU1uvVKlpFJK7swPxRdMDg8EglsqByVMAhUJZN7cDaWiUkkkEMyMCvd4gFDeyGM1416qpFzrZMY3ZGmUvtAKDxWJoFDIAQKFSQxAEH1vYc8v7I2horOWLIAhysrO1Y7bDERhCZ4FIGRDaxvNNeylDeM1YOOIREREv0wqWRg6/tKNs8+G72487ONg4smh0azKBiNNDeoVSw+c1VvHEWBf7iBu/04Oajz8EAHBzc7t48aJpik6nW758+cKFCxMTExcvXjxp0iS1Wr1p0yb4LNrEDtBUhwK2Toe9WhrrwWAwRCJRo9EYE9VqNZlMNioqgybfZouLi5ttl+DANKBRCrmaTGlxJyqSadzC+rT4e71iuvRtzvv3du7irSwb0pAhfi15vnhrIZBwIcG9+HWNuXM2cMIDAvd8TXwtEVtRALxOMUNoaCgAICUlpamAwGAwXL161TQlKirq+PHjXC7XKK80kp6eLhQKBw8e3K7Ww8PDU1NT09LSwsPN/XgVFRXNnj174cKF8Fv64sWLhULhuXPnTPOg0egRI0YkJSWx2exmpQyVlZVmkSBhNBpNaWlps4EnXwZ8R82GvVzsSa0aaZuuZrDIFRZJIGHbui5dem1H6AASmfzo+ZQnBWUOtgwyiSCWyBql8iEDgqeNGoJ97tzq/I0HF1IfmJZCocCyOe/28TDXfDl0NplIwC+cMdE0sbCcc+R8yk9LPzbLzKmtX7/ryKoFCV6ujgCAlAcZJy/fatpDNBr109K5TGv65VuPG2XyOfGjLe+5Jf3R6/WHziY/zilyYNpgMBhuHb+Ph+usyaNsrN720LzdjC62G0N4I9TwG7yQp1RPwsIRX7hw4Us2hMKgvVfP6jVvEvfo5dJ/UmT3ijVSBQqNJrKsbWPD/TbGseLMg96Z4e3tLZPJHj16ZBR5HD58uG/fvrm5uaNGjYJdzd261cxDrlmys7NhxxMAgJSUlNDQUBcXlxMnTsC6uFKptKqqatmyZcuWLZs7dy4ajdbr9devX4f9X8K01C4KjXaZOa7s8u2gwOaVVxvFCqlEyRr5UoKbl6GL3uZ6lSZvyQ7Bv7f6BbowbLvwBoJlbzWERS8t4d4J/TDk8HdvcCa8Iry9vYODg48fPz5ixAgzQcPff/9tpvw/Y8aMU6dObdmyZefOnabvt0qlcvv27QwGY/z48e1qffTo0bt3796+ffuBAwdMXTlCEJSYmAhHwIVTIiIi9u7de/v27ZiYGNMacnJywPO4FU2xsbEpLCzUaDRm7/87d+40FUq+cbrobY7wMiCD3qNQqjWb9p1gWtE2fjnH+G2fXc07cOrKb4JzS2bGw59XlGp1eJDvgvfaXki1OiivtCQtpyg86D/fvbrnscbMuPX4KRqNvvX4KSxlGDmo/5DwvrBAe/vBU8G+XiMGhgIA0Gg0DosFAGghnfZ5PRb23JL+XLmTVlTB/eGL2bY2VgAAiUxx6Gzyjv+dXv/5LEt/R4TOoGtIGTLySgrKKt9sH3BYzJiYAXRq+2xBuwdMqzemxY3wRnjNI45nWXt+OcPzyxkAAINWh8K1b1368ccfv/322+TkZHt7+8LCQjc3t88//1wkEq1evbqyslIkErm7u7PZ7Nzc3Dar6t+//969e+l0en19PYlEWrBgARqN9vHxWb58uYuLS3Fx8VdffUWn06dNmwb7wqypqQkMDDStISYmpmm7cB7vVR/dOZlSVcl3dWOZtatSaTKzKv1+WYohWxp0o9Ppire5vJSbEb+SrFIOHuiDw79sOMY3DhqN8vF1smVSMxPWOiaM8t/2eXvvhfaBQjVVZH2lrF69et68efPnz1+wYEFsbKyNjU11dfWpU6fOnTu3dOnSjRs3GnM6ODh8880333333eLFi+fNm+fv7w9B0NOnTxMTEysrK7dv395evwx0Ov3bb79duXLlnDlzFi9e3K9fP4PBUFhYuG/fvoyMjI0bNxrNvmbMmHHx4sW1a9cuWrQoJiaGwWDw+fzLly8fPnw4KiqqpRgZkydPXrVq1fLlyxcvXuzu7i4SieCYvmKxOCgoqLa2ViwWY7HYlpxfvja64m2O8JIgg96jSLr5CINGfz5zMs7EUau7s8OXs+LX/nrocXZBRF+/9tZpb2tz/OKNPp6uZqYNZqg12kfZhfEjB/97/f6MccNIRAIwiXCBQqGwWHQr4Rss73mb/SmqqIoK9YdFDAAAOpW8OOGdwgpzRzYIr5quIWU48u/VRmmLjqBeGzQKeeyQ7vZ9yRKkCqU11dI4XgjdgDc44h14rbKzs9u7d29VVZVEIpkxYwadTgcA2Nra/vHHH7W1tQwGg0wmx8fHEwgENBpNcnJtUKoBABMmTDDWAFs7AwB+/fVXAEBdXR0OhzPa377//vvTpk0TiUT29vawkcXIkSOjo6P5fL6Tk5PR8wIcYKLZduEMOBvagORfHo/6okGi8nS3pdJIAACdFqqpFhaX1Huu+sj5vREd/NU6gy53m/PO3sxZsNnbw9bD3/1N96UzYdjSY2L6ZF2+e+9hTr9/NpLdHF9VS69XxAAA8Pb2PnDgwE8//bRt2zb4fgEABAcHHzx4EA6aYMrYsWOZTOa2bduMtycAICAgYM+ePUFBQR1offjw4YmJiVu3bv3yyy+NiXZ2dj/++KPRbQEAgEaj7dmz5/vvv9+yZQscrQYAQCAQJk+evGTJkpYqj4uL4/P5u3fvNsY4JBKJEydOXLhw4e3bt7/77rsRI0Zs3LjRtKE3Qpe7zRFeHmTQexQPnuZPGBqJaxILhmFFi+jrdz8rvwNShsFhgU8Ly49duP7J9AmtZHucXWhFo4waHH4vM+9BVv7wyObdab18z9vsjxWNWsapMRiA0S4Wg0EHeCORVl43XUPKMHvK6MLyqg7bkD7KLmxolA4OC6K+xHdCHBY7OKwjO5tuAA7TNeYJQmfRFUfc1dXcEgGDwRiNukkk0vNkNAAA1epa0jRoBR6PN9OUJpFILdlat9AuAABQfd1inh4t23Lk0aFLkEqNwWC0ai1zYHD/K6ut+7f7wW/Kv//+W1dXB9txmJ26du1aSUnJnDlzmvXtb6QrDbrBUPDVr7zjyRH93elW3XD3jCdgw8Pcy0p49yI/Dr+w7SXnRhu0x03mhAkTTMVzAAB/f//09PRmM7/77rtGZ4FGPD099+3bx+PxKioqtFqth4eH8c5tWk9ERMTJkycrKysrKyvRaLSHh0fTSIHt6sCAAQNOnjzJZrO5XK5Op3NwcPDx8Wl6yzg6Ou7evbu6urqsrAyNRtvZ2fXq1cvs9rl//75ZqYSEhMmTJ5eVlfH5fGtraz8/P7jIuHHjIiIiFApF0zXq9dOVbvPXBQqgQPvugy4GMug9B7FUJpbIers3Hxq5t5tzRl5xB6pFo1CzJ4/6ftfhjLzisIAWPe/eTs8eFBoAAIgOC7qdntMuKUO7et5mf0ZHh/+4+9j2Q/+MGxLh69GrS3iD7pZ0jaWnbx+vvn1adP/WJhVcXkOjdOyQAY4sZif2queAwSBun3oW3XjEHehkmUZtT3tjpk9YK6rvjwt9f1yoETRCKjXBzgbdqjM2C7l06VJ2dnZgYODAgQNN0yEI2r59O5/PT0hIaF3K0FUG3QDpc+b+KLmRNiiqd5dz9Gg5KBTK28eRRiM9Hv1F6LENrFGdr0ZnTcBjsVhCkw9HrwEHB4eWHBw0xc3NrVmHix3G3d292XA5Zjg7OzcVarQOiUQyM6GCsbV9He48LaGr3OavEysi3ppEZFFJbWftmiCD3nOQK1QAAKsWjLutaBS5QmkwGGCtzOo6wbmUe/ApLBYzenC40cNiU+xtbd6JHXTswnVfd1cqpZmbhVsnqKypW/z+OwCAqBD/01fvVHB5Hi6WrvPt6nmb/XGyY65bPPP8jfu/HD5Lo5AG9gsYHhFKRzR6XjvI0oPQNkq1pu1MCN2IbjziVkRCmIuDy1vgZxhva0VysesUEQPMoEGDzMJtAADu3bvn7+9vSfEuMeiQQpU2fqn63pOoCK9uLGIwYu9oPSDMI+uDNdUnUjq9chIK5WVrjXzj6VF0idv8NYPDYPrYMZjkbitlQAa95wC/hBtaUv02AABQRsUdrQ5qlMrhP4lMAenbCLY9clAYy8bq2MXrzZ69nZYd5ONpTaMCAKgUUt8+XrfTs19Rzy3pjx3Teu60sTtWLZwcNzi/tHLNLwcLypqJeo7wSun+uzSEl8fmzX34RXgjICPeFRk6dOhvv/0mk8lMPcxdunRp3LhxxmgXxcXFVlZWpiYh9fX1YrHYx8fHhkaRSqU3b97k8/m2trbDhw831pOVleXv719aWvro0SMymTxs2DBjxL7Hjx+Hh4ffvXu3pKTExcVl+PDhWCz20aNHeXl51tbWY8aMMbUZaan+7Ozs3r17l5SUFBUVTZs2raUL1DZI08YvJTc09A11R6F7ytuxNYMaGeH9+LOtqqo6r6/e78Sakdu8B4IMeg8EGfSeA51CBgCIJTJqc1KzBomUTiUbzQfcne0/mtwOTzEoFGrWlFHrdx3NzC/BYl7QetBodQ+z8q3p1F+PnIVTBA2NQrH0vTFDiQSLwu62q+dt9scIkYCPCvGPCvE/d/3e3pOXfl4+vxV9DYROB9FlQGibWmHDm+4CwmsFGXFT7t+/f+zYMfjYYDAsXbpUrVY/evSovr6+E1t5+QoJBEJ0dPTVq1eNKVKpNCcnZ9CgQcaUrKws2MOlkT/++CMrKwsA8DA98/3336+qqmIymRUVFQkJCQKBAM6zYcOGxMTEw4cPW1lZCYXCmTNnlpaWwqeWLVv2ww8/3Llzx9ra+urVq2vWrNmxY8e///5Lp9MLCwuXLl1qbKi4uLil+n/++edDhw59//33IpGopavTSeQPhy20kUtD+rr1HBEDDI1GGjiwd9X24+Xb/+rEapHbvAeCDHoPBBn0ngOVQmIxrFv6aF9YzvFweSl3wo4s5sThUUfPX5cplKbp6blFKBRqeGRosK8n/Dc8MpSAxz7KLnylPW+pP00ZPThcplDU8IUW9gehU0B0GRDaxs3BPPAeQvcGGXFThEJhXl4eBEEYDObJkydyuRyCoKCgIDh4hEQi4XK5vr6+KpUKhUKpVCoGgyESiYRCoZeXl0KhQKPRVVVVXl5ecDSKxsbGuro6b29v2OdcWVkZHo93dXWFK6yvr+fz+X5+fqYe6WrPpPJOpNhEh7otmoJq4qnOlPHjx//2229TpkyB/7127dqwYcOwJob3Y8aM2b17t1HfQalU3r59G3a5n3T21GeffRYXFwfn1Ov1N27cMDrPU6lUmzZtgo9pNNrff//97bffAgAgCPLy8oL96k+cODEuLm7UqFHGkIQffPBBVVUV7PRuz549rdSfkZFx9OhRM2eZRvQabcbkFdaQ1i+weddQ3R4SCR8Z4Xl/82Eck+760bhOqRO5zXsgyKD3QJBB71EM6hdw7X7G4LBAOJCkkZp64eOcooWtBomwhFGDwzPzS84+d+gAcystOyrEf+iAvqaJfFHj7bTsIeHBr7TnTftTWVN36ebDBe9NMPVIIlMoDQbQksoDwisC0WVAaJsiTu2b7gLCawUZcTMiIyMfPHgAAMjMzOzXrx8A4ObNm3V1daWlpWfOnNFoNNu3b79y5cr+/fsVCkVmZmZycrJUKt2zZ09SUtLp06fVavWBAwcAAEVFRf/++69MJjt48CAA4Pz582w2+8mTJ7du3bp582ZKSkpqaioEQfv27TM2LX6cn//JZhaXy/35MPfw5db7GRISIhQKOZxnXwNgcwnTDDQabeDAgdeuXYP/vXHjxoABA+DYn7HjJw0ZMsSYU6fTmepWTJ482Xjs5+fH4/GM/44ZMwY+wGKxLBZr9OjRxlNOTk51dXXw8YIFC1qpf9q0aS2JGAx6/ZMZazCc2sCAHipigCES8REDPIu++q3+ysNOqRC5zXsgyKD3QJBB71GMHhxOp1K27D9RWlkNRyuGIP2TgtLtB0+FB/q+jCt9GDQaNXvKaKlcYUypqReWcWqi+5uH4RscFlBZU8eptVRJs2M9b9ofO4Y1t06QeOwcXySGU/gi8cEzyb0c7ZzskCAArxVElwGhbQI9evTmvgeCjLgZAQEB165dGzBgAIFAUCr/U8y7ceMGHDzS3d39+vXrU6ZMcXFxOX/+/KJFiwAARUVFYrF42rRpNjY2mZmZAIDk5GRvb28ej1dWVqbRaGxtbZ8+fTpkyBAfH5+rV696eXk1NjYWFxebvsNLcsuYLLpLL1uNWivJKACzWvuOjUKhxo4de/HixUWLFlVXV0ulUn9/fwh6waXTxIkTd+/eDUsNLly4MHPmTDh9VMzAa9eupqenV1ZWisViNBodExNjLMVgMIzHWCxWr9fDxxgMxsbGxrR+JvOFp7hG88zxmJeXV3Jyckv1txJEIO/zbZonBRHhXm9bMKonykalHgIAuOHJzriOh0m2HAqV2L+f2+MP14Wf32oT1ZHIypmZmSqVCgAQERHR9DZXKBSw+QycAYN89ul2IGt7DwQZ9B4FFotZ/vG001fv7vjfaTQKRSYRpXIFkYCPGxg2OjrcmI2Ix6sJWksqJOBxBPwLvhWc7JgTh0Xdz8qH/80rZXv3cnK2N4+k48hi+ri75BZX9HK0AwAQCHgi3txHg2k3LOx5m/0hEQkr500/fvHGt78cpJBIeoNerlD1D/SZN22sJdeL0IkgUgaEtnlaygn16cxAYghvOciIN4VGo50/f37IkCFXrlwxJhoMBgiC0Gg0l8s1GAywGQIajYbjLWk0GhwOZ2qwQCAQYmJi0Gg0bEDh4uISFhaWlpZ25swZKpV69uzZuLi4SZMmmX7ktxsTVfzN7vSsygahrP+uMW32c9y4cQsXLly4cOGlS5fGjm3mmRoeHv7jjz9yOBwcDsfhcCIjIwEAer1+5qzZQQF+8fHxrq6udDr95MmTRjUE8Nz/c4fR6/WffPKJh4dHS/W3FGWzdOOhhvO3oyK80G+fL4bv64q4WiUAYCHT42NGr9fTqDWDGhLgnD5p+aDHB8lu7bawXbduXW1tLQAgNTW1tFZkdpvX1tZ+/vnn8HFqaiqN9uZDsSB0Lsja3gNBBr2nQcDjE8YPf3fMkDpBg1KtoZKI9rYMs2f4hGFRBkMLAR1eZOGMCTiseTCssUMihkWGwsexkf1i+jdvFvHFzCm4594WFydMbFqPWTcs6Xmb/QEA0KmUT6ZPUKjUfJEYg0YzbaxIljmhROhcECkDQtsgz6eeRjcecb5cUSYU25LJ3rbW7So4YsSI9evXT5061TRx9OjRf/zxh6enp1AoNEZMiI2N3bdvn4ODAxaLxeFeeBbGxcX973//c3Nzq66u9vX1raysvHv3LpFItLKygiDIysqqoqKivLyczWYLBAJbW1sAANHRNib7mOjeU/8QH7J722+VLi4udnZ2aWlpV65c2b17d9MMKBRqwoQJFy9exOPxY8eOhR1AFBcXq5Xy1atXG7MZXTN2CsXFxUKh0NQSxJL6RXeyKnb8FT3YB3EKbYqdo42XQpM5+euBDw+8TCRUGoOeyxP42zPRb5uWCMIroxuv7R1GqdUV1gsdaBRHOrXt3F0QZNB7JlgMpql+gRFTnwWtg8c1/5Qxvrej0ShCC08i0/Rm62m2G633vM3+GCETCW5O9s1mRng9IFIGhLZJL6ro7+vxpnuB8ProxiPeoFADAxCrVJYXmTDhmc+hXbt2AQDmz58PADCqCXz66acKhcI0eGTv3r29vLxUKhWZTDYmzpo1CwDg6em5cOFCuVwOfyWOjo6G1deNX/KlUimFQpk4caKpsjqeZe0w6T+PBm0ybty4bdu2OTg4GONNNr2iefPmYTCYnTt3wil0Ol3c2CiXyykUCgAgPz//zJkzEydOtLzR1qHT6TKZrF31a/jizPe+DQl0IRKRTxDmeHrZi9IrCr/e5b9jSYcrEciVAACNDiLikJ1AT6Ebr+0dRq7RqnVQg1LdXaUMyKAjICC8EZC9BULbIM+nnkY3HnGDQd+5FaLRaFMRgzHRVMRgdspUEd3MUgA+hW41kESbjBw5cuvWrUaHC02xt7d3c3OTy+VGbwhOTk4zpk9PSEjo06cPn89nMBjLly//9ddf3dzc3nnnnZfpjLH+adOmWV6/Qa9/krDGxdGK5dA+lZOeQ99g1zt/JTOGhTlMjO5YDWgUSm+ZxixCt6Ebr+0dxgC6+V2ADDoCAsIbAZEyILRNVgknpPdrsjpGeBtARrzLsXfvXuMxlUq9f/++8V8MBpOenm6Wn0KhjBgxwjQlfOio9957j8fj2drawr4eIyMjYVnJ6dOnTXOGhIT8/vvv8PGdO3dMT508edL03y1bthiP582b11L9R44cMete2eYjupJK3whvCy69h4LDY/v17ZU290d6WkccNAAAmooYPDw8UlJS4OOmsjOEbgCytvdAkEFHQEB4IyBSBoS2CfR0ftNdQHitICPevamvr8/Ozl63bp1pYqCnMxaDgaNawlhZWXVuu3Q63ZL6pXnlFduORw/ujXr7PD6+VVgzqJ5utjlzfoi4vqsDxZvqMqDRaGtrRHmkO4Os7T0QZNARLEShUkMQRKOQAQANjVIyiWAWzUGvNwjFjSxGi48JHl9UKxCRiARXexaFbO7UWaPVlVfVyBQqGzrVw8WxqVNnpVqj1misac9k3EqVWqXWmGagUymWe5RAeOMgUgaEtimu4vm7I0+pHgQy4m8VerVWxRNACjXR0RZn/bJfmNevX5+VlfXZZ5+RSCTT9Ldl0A2G3IWbfXrbEUmEN92VLoCnl131veLaUzccpw5vb1nEXKIH8rbc5givEWTQESzk8q3HjTL5nPjRAIBDZ5OJBPzCGS+4Tyos5xw5n/LT0o+bltVotftOJuWXcVwdWQqlSiiWThoxMG5gmDHDk4LSQ2eTKSQSg07lCRtwWOzCGRPgIJcwBWWcP89c8XB2WJQwEQAAQfrlP+81kzJMih00flhk5141wqsDkTIgtI2HI+tNdwHhtYKM+FuCIDWjYvNh4YNcPImAwaGVEgXZxc5lzjvui+PRHfWJOHXq1Llz5zo5OZkmakUSq0IO916utkGCZ1oRnVhWoT5YOqUzLqJ9cI9e0VXW9orq/fqb7oqgUKhAP+fMz7axRka0d7xQoLvboyM0AVnbeyDIoCNYiBbSaXW6Z8c6KK+0JC2nKDzI15hBB0G65xnMOJtyTyiWbF42l0ohAQAKyjg7D592trP193YDAPAEoj0nLn44MW5QvwAAgMFgOHPt7q9Hzm78cg4eh9PpoFPJt+9k5DiwGDoIgius4QvJRELims9e6SUjvFIQKQNC29QIxF7OzTurR+iWICP+xtGrNE9nbxDfTO/taRcaF4TFYQAABoNBLJKV7zvN3vVP+PmfaYFeHajZ39/feGyA9NXHk6v2nJHkltNYdDIRj0OhxAagUmka+Y02/fv0WjzNcdIQ8LoiHeoaZYUrEvsHu/SQ0IoGAFR6iIjGvMzlMphUFoNasn6/39YvAAAajQYAgMe/gcAcKpUKg8HgWggzhvA2gKztPRBk0BE6hr2tzfGLN/p4usI2FK1DxOPnThsLixgAAH5evUL6eD8pKIWlDDcfPQ328YBFDAAAFAo1JW7wk/zSx9lFg8MCa/hCTm39N5+8n55bzK7mwXk4NXWmmg4IXRFEyoDQNkwrxA1YzwIZ8Q4AQZBUKu0Us3aDDkobvxRfzRsS3QdtYoKIQqFsmLQwJq2GK3w4/NPI1F20AM8OtyK8nZW74Ce8Ru3pymSNDEa/aOsI6fT1deLSL7aV/XgwaN83VqE+Hb8eiyn4OtGBRbVmdJ/pV6qWF6ilAAA/As2b8EzXgKdT/yOuvqcQVagVEDBgAIqBxQcQaYPJjFgqi4Zp93OZ5Enfff6fOva9Sl4NlzYcCAAAIABJREFUHBuVRCJ5eHhERESMGTPG07OFSYJCgReNJvR6/aVLlwAABAJh5MiRbbYrFAqvXbuWlpZWXFxcX18PQRBc1s3Nzc/Pb9iwYVFRUaYxWRHeOMja3gNBBh2hYwwOC3xaWH7swvVPpk9oM/M7sQPNUogEnFEzorCcEzcozPQsCoUK8vUoLOcMDgvs5Wi3Yu57ZsUra+p7OdkBAAyG1/alA6GTQaQMCG0jV6qtqW0LMhG6DciIt5fExMTq6mo7Ozs2mz179uyQkJBWMtfU1Jw+ffqzz1rUAyxZvx9VWR0S5tnSk9XJhWkAqPR3lg/J/xuN78inY/YfZ0rW7Qn2d7F3dGk2AwaLdnRmODozqjmCxyM+DfhjhdO7I5rN2VnIS7m8f24MHerfdtauw12FMFFQAQD41NbDm0AxAHBczN0lqNCYRFSFgIGvU9+UqW/KBDsF5UtsPSdZWRozQq6HdgrKzjXWGv7P3nmHRXFuDfzMbGUrW+i9N0FABBGx9ygxaoymaoqJuZqbntx4vSnmRmNuys0Xk6gx1uQm0VgwsceCxIYigvTeYYFdlu1t5vtjyLosy1JcRWB+j4/P7DvvvHPeOUw7cwoPoKrC3K7RaAoKCgoKCnbs2JGamvrKK6/4+nZLMt8tL4PRaHz//fcBQCgU2rcyKJXKb7/9dt++faa/vFvN6HS6kpKSkpKSw4cPBwYGvvPOO/ZPB5J7CXltH4GQSicZGCiCrHho1vubd1/PLxkT1b8vDQajsaiiNm1qMvFTIpW7i4VWfdxFgvKahp5GqG5oFvK57/7fruZWGQ64r4fr3ElJcRFk5amhBGllIOmd7mlgSYY3w1jjKIoCAOLQePTc3FyDwbBhwwYA0Ol0r7322ldffWWnv7u7+8qVK3taq5PIqjb/OjE11L7x3stb2CDpqPku3f/FRf0VuOLTH2s/+yElOYTF6j3DopevmOfMylrzGaY3ej8+u7/76jtlH37v7+9Cow/bT99qzPSPpoI/VVIAQAGimDwfmhMDReUmQ5leXaNXA4ASM34oKWk26p4X+fc6YKVevbo+t9moM7cEevv6BAUIBAKZTFZTU1NZWQkAFy5cuH79+vr16ydNmtRlewQBHEf6/5Goubl59erVxOAAwGAwwsLCPD09WSyW0WiUyWRFRUUtLS0AUFFR8eKLL37yyScpKSn93QvJ3WAYX9sHDAoIAAzjA0MqnWTAuIkFD05L+eHIH2H+PuZoiF7BcfjxtzM8Dis5NhIAMAzXGwxOTOvnDScmwyq5oyV1Ta0IgiyZPcnTTazR6q7nl2z56benF81OjAkf8HRI7jGklYGkd2iky+sIYxhr3FfAM5owd4fmNTSZTOZXNQaD8eqrrwLA7t27Fy9ezGKxACA9Pd3Pz6+8vPzatWsLFiwICws7f/58WlramTNnLl26hGFYSEjI0qVLiRGaDme4eAj6UmEhwFtQ/P2R/loZJMcuVXy8Z8L4oL4XceDyWIlj/S+98gUn1Nc58a74GmjqJM1HLkwZXo4MlnSYjH+rz83TdlAAWSbwekLgI6J0SZ1QoVd90VJxUS0FgG3S6lAGZwpHbGfAOoPmxfrcFqMOABCAJc5eKXIGkxIY/+lGc5+SkpLvvvvuzJkzarX6rbfe+u9//2s5gjuLyWTQGdT+nex6vX7NmjWEiUEgELz44otz5sxhMq0rlmVlZW3cuLG6ulqv17/77rsHDhywLGJKMlgM42v7gBGwmD7OXGcn67/hYQOpdJI7YWbKmOz8kh9+++P5R+b1pb9Spfn+wPFWmfzvTy7s/K7Tg5kLt1vn6PlHHhgV4k+MIOBxPF2TcRx+O3eZtDIMIciioyS9o9Lqeu9033D48OHdu3dv3749PT19sGXpH+Vt2pMl7Y0d1pZdtVq9bdu2L774Ys+ePSqVqu8D1tfXNzY2WrbU1tbW1tb2uuHQ0ni/YFAoEW4igUMfKGNjYw0Gw1tvvXXgwIHa2loiDN7Dw+P06dNEh3PnznE4nB9//PHll19OTEzU6XQVFRVSqfT8+fNr165dt25deXl5a2sr0Vl2JsuF3yfxRGKevLAK0xv6LqpJrc199qP4WN/+1onkcJ2iIz1vPvU+bsJ6791/yjfs9PUT0+jD1vC9t70uT9vBo9C2eI9+WRxkZWIAgEA6+wvPUdM4ndngv2gtN/b8BIYBvN1YQJgY2Cjla6+YN1yCkwK82s5nKwoqzd1CQ0M3bdq0bt06FEWNRuO6devUavXtUYwmN26/zW3btm2rqKgAAFdX1507dz700EPdTQwAMHbs2B07dnh5eQFAe3v7vn37+rsjkrvBML62DxgUQbz4XPaAQs+GBKTSSe4EBEGWL5yVU1ieXVDaa+drt0rWfbmTRqX+Y+UykTPPPAKTQVdptFadVRotq5uDg5mYsEDCxGBmdHhgg6TN0EORC5L7ENLKQNI7Qyh1UFZWFpPJfPLJJ5955hmdTtfQ0AAAUqm0tLQUwzCFQqFSqYqKinAcr66ulkqllmtVKpVarbZqBIDy8nKbb+Y4DuVt2natA653Rgx/4peylC35b5xpGP1l7vun68yrTCbTe++9N2vWrJdffnnixIkfffRR34etrq4mjoAZFotFfF23z2BpXCaTbd68ee/evVu3bu0e722T/fv3f//99x988MHOnTtramrM7UePHt2xY0dJSYm55eLFi19//fWOHTu2bt1qfqV3CAiCvPHGG2vXrhUKhVu3bl2/fj0ATJo06cKFCwCQm5tLxKWPHz/e1fV2wmSBQLB27dqSkpKTJ0+WlZURf3gAoG1oYfatSiWCIgw2UyeR9V3Uyv/+LOQxhaKB6NfdU0DX6+r2HhvAtvbRNUvrfzwZ4Ducy61hOI4C/McjKtaJ31MfFEH+4RpCR1AAqDdor2vae+q5r72+SKcEAAogmzyixrIEAEChoP7+4vKPdlp1fvDBB99++20AkEqlcrnc3D6A01yv1x84cIBY/uc//0kYEXqCx+P9/e9/J5bPnTvX332R3A2G0N2cxFGQSie5QzxcRGlTk/em/6FUa3rqg+P4j7+d2ZN+6pG5k1ctm28VH+EmFjQ0Wz93NbXK3Lola7ADjUoFAOLJnGRIMGw/HJE4kPoWWZhvX7ORDS6XLl1avXo1sfzwww8DQHZ2dnFxcVhY2JYtWxgMhlAodHNz+8c//vHQQw/9+uuv48aNq66uJta6urrW19cvXLiwqqrKvImXlxebzVapVBUVFZZRzRgOabuLshvUeoPp+8VBaZH9uFB258uLTTekuscfiaRSUI3WtP1ISbIvZ2aoMwCcP39++vTpROY2Pz+/pUuXarVaOp3+ww8/GAwGAFi+fPnVq1fb29sbGxv5fL6Tk1NjY6O/v//UqVMBoKioKDc3V6lUPvzww+7u7u3t7QAgEAgsN7eyFsPgafzIkSPLli0TCoV5eXl5eXmxsbESiaSlpSUiIoIQUiqVtrW1BQUFmWVevHixWq3eu3fv8uXLLYeqq6tbvnz5jh07QkM7Uxa1tbXNmjUrKChIrVbv3LnzxRdfdJTYZWVlQqFQKBROnjx58uTJa9euramp8fX1dXd3r6+vP3r06LPPPiuXy/n8Lq+XtbW1X3755cSJEz09PceMuZ17mcpimTTybjuxjVFvoPY5VBJwvPqrfYmx3bIA9pkQf3Hh5//zeeqBAY9gk+qvf/XyETGchu23RIJFzp7xPZsYCJwptMkc8UmFBADytB1JLEH3PhjADlmnQW2ZwMuyT4C/y5ljl7SNrUyPLtEWCxcu/PPPP8+fP2/ZOIDTPDs7m7BTBAYGjh9vnVG8OxMmTKDRaAaDwZzEgWRwGUJ3cxJHQSqd5M6ZNWFsdkHpwdN/9tRh/4kLJVV1769+yplnw6oVFex/Lb9kUuJoc4vJhOUUli2eNdHmaBW1jXsOn/rH88voFqWRy2sanLkcxmDUaSYZGD36MjS3yk5dvL770Mkv9xz89PtfNn338+c793/705H9JzJuFJSS/iojikDPIVOxFkVRq3fmy5cvL1u2LD4+3tnZWS6Xz5s3Lzk5OTAwMCkpadSoUb///rvl2oULF3p7e1tuQqPRSkpKgoODrbKXZVZ1FMl0TzwSOWdm4D9O9B6DYJ+D+dLRMW5UCgoATkxKZIT4UGHnl+2qqqrw8HAAKCsrO3nyZGNjo1qtLioqiomJefrpp93d3UtLS2tqahgMxooVK/Lz8729vZ9++umcnBxi87q6uhUrVjz77LPfffcdALS1tbW1tVlt3l2ewdJ4XFzczp07CwoKoqKiYmNjc3Nzz549azKZtm3bBgDZ2dknTpxQKBRbtmzpdSitVvvxxx8vXLjQstFkMhkMhlu3bnl6ehItvxfJwj/NGbs5L6ehH6EoVpSXlx88eND8E8MwBoMBAPPnz//111+VSqVYbCPAPiMj45FHHklLS0tISKiru+29wor0VyisHQttotXqERqVJuD2Uc727GIKgnB5fbZKdEPkwtfWSjR1kgGPYAMcr9txxNf7jux0Q4LHnG2X87Aimtmp0A7M9n32oqqt1agHADZKeVrQxWZEpVHdPQT1P57svtVrr71mdW0cwGlOxEoAQEJCQl/60+l0gUAAAFqttkuwBskgMYTu5iSOglQ6yZ2DosiKhbMVKtuXcZVGe+ritScfnIHjuEyuMP/TGzojOqckxVbWNf129rLJhAGATq/fdegknU7rqXSFv5c7hUL56ofDbe0dREtRRc2BU5mTEmPuwuRI7hY2fBkwDN+Tfqq4ojZhVGiwnxfbiUk8muA4bjAaZXLlldyi//125rlH5oX42fOWJBk2FFY3xAT5DLYUfcLf37+goCAyMhIATp06FRgYiKIojuMIguj1egaDQaVSAYBuYQo1r6VSqRwOBwAsNyGcArKysg4cOLBkyRLzVhw6Ras36QwmhVLPYdxp5JETDTUYb/uAGUwY66+UbFwul3A6EAqFCIKcP39eJBJFREQcOnTo+vXrFRUVxAszMWVnZ+eIiAjLCaampgKAk5OT5ZT9/f2tNrdisDQeHR0dGBiYlZW1f//+ZcuWBQcHGwyGkpKSpqYmALh8+TLhgFBcXNzdNcCSs2fPhoSEVFdXGwyGS5cuJSd31lI6evSoq6trYGDgggULAEBvwp/6pWzOzMB2uX75/vKclwZ495oxY8YHH3zw4Ycf+vn5VVZWhoSEuLm5AUBoaOiHH3741FNP2dxqwoQJX3zxRX5+vlQqZbPZx48fJ9wu3NIm5u87HRza+6enhjqp6+zkvsspvZDjIrqjtJcIAiJ3Z2nmTa+lM+5kHEvaMnIoOM7jD/NCayEMjjetT/YdN2pnmgOlybaV4Yyy0+90MlvMo1g7gHh78PK2HQ567VGrdk9Pz3Hjxl28eNHcMoDTfNy4cf/5z38AICgoqI+bKJVKYkGv1/clXIvkrjKE7uYkjoJUOkkfYdLpOkanXYBBp1l5DXi6itKmJF/MKei+YYdSBYB8tOVHq/bYiODVjz0IAAIe5+UnF35/4MSJzCw+lyOVd/i4u/z9iYcolC7Pz3QalUGnAQCKIq+uWLw3/fQ7n2/nslhavd5kwqYnx8+bPM6B8yW529iwMvx+7rJOp//w5RXd/agJpo+Pr6pv+mrvoXdXP8ll34uHBhwHrU434NpzRAyPVqdX30EKHCoFtfTbGVFEB/bpE9z9wKxZsz7//PP8/HwcxzUazYwZMzAM27Ztm7u7O5VK7f6MO23aNPNacw4zy8bW1tYbN24wmUyrd9p4L/YTMeKv9t5y49N/Xhpyh2I/He/yzpl6VxGLw6a1SjX5t1o+Wd6ZRHfMmDEnT54MCgoifPK///770aNH79q1a9GiRa6urkePHiW6mWscEAvmzL3m7I9GC/+j7ptbMVgaP3ToUFpa2uTJk+Pj4/fv389gMKKiohYsWCCRSKCr9Ydm92TMy8t76aWXTCbTpk2boqOjze3z58+3fDvSmzCjCRc5M2lUNFfdjxyKVqAo+t5778lkMplMtmjRIss/MxcXl4kTJwJAUFCQedeurq4vv/wyAGzatKm9vZ1I1mD+0iuaGIuKBfV1Ui+7n/cNemN5VWvS9x/0XU5tTbMT7c4tYhStQ30Z6nYc8XEf/tUHwhl9DY1mo50WRjVmOzXJLW3ntx2bRSiEYp7pVn1Hbhkvxrqu+PTp0y2tDAM4zQMDA4nkpn2koqKCdGG4rxhCd3MSR0EqnaSPzJ+SbH56XLVsPo1q/aA1d1LSlHFx3Tf0cBFt/eAV+4MH+3l99MrTjS1tao3Omccx54a0ZGZKgvGvnFwsJmPlkgdUmmmtUjkOuKeraMS+hQ1dbFgZWE6MJxfM7MnEQODv5b70gakqtfbeWBk++e6nwoqa3vvZ5YPNe+5kcwRB/vbYgjFRd/o+ORTJLqkaExYw2FL0CRqN9uabb0okEjabzWazASAkJCQoKEir1Vq++xEx/DNnzgSAyZMnW6212kSr1QJA9zzqG2b7fjTLt//F5m2wNFZcLddv3FfAoFMAw79KC4j36vzmHBgY6OzsvGnTpvDw8PLyciLdWlhY2MGDB52dnaurq+vr6+181c/Ly9Pr9S0tLZaR/1abE7kJLRksjQcFBX322WcxMTEFBQXz5s0rKiqqrKysqKioqqpqbW21tP7Y/yialJS0a9cusVjMZDKLi4vnzp1reUFT6Q0sGhVBEA6d8tpEz89+ykcR5JuH+vHuZBOBQEA4hxNIJJL9+/fHxcXZMYjQ6XRzPsjbM0KQ6O/WXp25hsth8pxtTxMzYdk3a7xXzONF9/WTMgDoG1p4jDu9STMoqLbRYbkzMa2++UhmeOrwL0wl6OZ00BNmiyEGNkzrOhyr0ne+t4f1YLnw8uDX7fot8tOXrdotLW4AkF1aNTrYj2r3Xj8wMAyrra29cuXKrl27HD44yZ0whO7m9xKDCaNSUEfczO9HSKWT9BFLz4KeXumdGHeUFsHDRWRnLYoidLTLmynbicn2GrZVZoc9NqwM05Lje+qNYbjRZKLTqACQMMp2LM3dALNbUvVegduv7DqMGXL3J8tM/gCAoqidl1Kbay0bbdZpI3CIiYHgrUmer6V6NCkMXjy61bBLly7V6/USiWTu3LlExAcAJCUlUalUBoOh0+mILAAAsGbNGsuF8ePHjx8/XqlU0ul0ImIiMTGx++bdhRksjUdHR4eFhbW2tk6ZMoVGowUHBysUCjabnZaWRqFQxGJxd4MRALBYrJUrV1q2JCUlRUdH63S6Bx64nadw/vz5AFDbrqiXK9gMWrS7CwCsm+a9erw7jYJw6A6uKM7hcKZNmxYWFjaAbfnxYdHfr7vyzIcRoR5ePkKk6x+EokNz81YdOyU2fMPf+jUsVcA1VtxpcmYDZqIJe0lh2Hea0jOcxdxhn/cRAJiIY17m20x6QoUMBHWn2b40eXsJL/5wImLTS0hXZ1Q/Pz8URc0Jumkczo16SZyX650YGjAMq6urq6ioaGhoqKura2hoIBb0euuKvCT3A0Pubn4PUOj0+U2trhxWoMh5sGW5K5BKJyEhGRR6qTGB47B9/9E5ExO93MSFFTWbfzhkMBgXzZw4c0KfMj85ireeW3YnERMOYSRHTFwrrkwg71J3HyqKePNtG4npdLq3dxenR8JTAwDMJoaeIJJNWGF/80HUOJ1Ot0wVweVyAcDsiWDfYGRJTzU71Xo9AOiMt33RBU53pdQOi8UamImBwD0t1enU/916fmNZZqmHC5vDZlKpqFqla1Ho5DJV6PvP+T3/UH+tXAwfN92lHJur5ChNRqG7mnSsHjIOmtGZwNnThqP+wGj+9ay78I5SRQwV6A5yGej4K1kDG6X0pH42h8lk0GVX8oXjuzgvoCjK4XA6OjoDLtQGAwAYTdgArAwqlerYsWMZGRnZ2dmEt5dNXF1dOzo67HQguceQd/PuaI1GANAa+1Q7eShCKp2EhGRQ6OXxOr+0srZR4uEiwnHYffDkyiXzvN1d1n3x/dTkOCrFwZ/+7IAgYFV5leReQt6fRhqkxu8H+LGhKVe+l13Jl/yeKSmsMio1TpGe3lMT4mcnUzkDqRPBGx1aufOI+ScOSDrLc5cw6BxdjCEIm4IojDgLsDmaphWysonaFpuDyGQq324B/wOm7cLNsLH+jhptJKD9K1kD1a5zhIuQ1XLsopWVAbpaFVEEGYCfIIZhe/bs2bFjhzmt4+0BUVQkErm4uHh4eISFhY0ZMyYmJuahhx6yLKFCMriQ1/YRCKl0EhKSQaEXK0ODpC0y2A9FkeLKWjqNGhMWCAAiAV/S1u7pai+0hmQ4kVteSyYoHlGQGr9/ECRFCZKiHDKUy/SxOa1yvc5IZ1Bv0p1XeI5X8Hnhcd5P+PGdmJ1WY4XKUF4pezTbe5SybXvDJS+TxnIElVJrMGLO8QP30bBEWVyNmkwsFmlB7gesv3JDmuwaCFzF3Pz0jLD1z1u1KxQK8/IATAx6vf6VV165cuUK8ZPNZk+ePHnMmDEBAQHu7u4ikch+RieSO0TfJlcWVWsbW1EaleEm5EUHU9j9i1gmr+0jEFLpJCQkg0IvVgY+l51fVoXjcPT8ldSEGADAMEza3sFhDbziOsmQI9LfRrFDkmEMqfFhCcqguc1NqS4sK4yNf85jXPLEgPAQEXR1u+eyabGjXGMiXbJvNCZm8w7Xn0/QycxrK6tbvR6f7ah8JK1ns0UuXIcMNXLgUDrv2h12Y1sEQo7qSplRrqTybwdMaTQay+CFAfgybNy4kTAxoCj69NNPP/XUU05O5MPA3QfHmw5nVP5nr/xWJU/MYzKoGIbr9EaFVCEaNyroneXCVOsMvj1BXttHIKTSSUhIBoVePjvERQa3dyhXvfe5Tm+YnDQaAI5nZoX6e/M4ZNXrEURpbfNgi0ByTyE1PlwJXf/8UQ3zWY/kBxZEhodamxjMoCiSMMYzZWZYmtfkampn3gSVUtvQ2B709pOOEqbt+CUxn3xH7R9iCp24bRtwTGbqsfwqgiJ8N2fZ1S6FzYuLiy1/9tfEUF5efuRIZ8TNu++++8ILL/TFxDBisyY7Cm295GLyM6Uv/SeAYpo5M3r82ID4GJ+EWN+UxMDp00Z5dLTnPPyP6wveNHao+jIaeW0fgZBKJyEhGRR6sTLQabT3X1r+n7deeHvlMiIRg6+H2zOL594T2brQKpPf+52SEPi6k9ExIwtS48MV3Mt946Knp84KcRX3bikO9OPHJPks9ZqAA2IyYdk3a0LXPUMXOazARNufN/ku3K3SakcNOBKgI6g/vdPuc0PTbqenkMOQXcy1bMnN7fKzvx4pf/zxB2EyiImJsazeYh+pVNrP/ZDcpiO3LDPxGXdcn5oS6u4pQLsWDaHSKN6+osmTwhmVNX8mrtA22M6lYgl5bR+BkEonISEZFHqxMtwqqbxys9AyPmJUiD+bda8rl17PL31j05Zrt0ru8X5JCJqkpIlnZEFqfLjyeWaDV5DY34fXx/6jo90lPOeDTh43cqq5k8b4v7TEUZLomqQIhtOZtIsq8i20f0QwOoMgMu0eOi6Hqcju4rxw/PjxO9lvWVkZsZCcnNzHTSQSiUaj6b0fiS10TdKsua9EBbsEBrrZ6Yai6KhILy8OLWveayaNjcrElpDX9hEIqXQSEpJBoRcrg85guJRTYL/PPaBDqQIAucI6ozXJvUHIHRGl5kjMkBofluA4bLkqiRvt3vdNEARix/ludApCY8JivlvrQGGUJTVsoY0aqwCAA9zQyI8pmiv0t53Ar2naj3Y01+jVDpRhiDKN40IsHFNIWow9vlVyuExlSY35582bN0tKulrq+5lfQ63uPPjOzs593OTYsWP92gWJJXnP/tvHlevhKehL5+AQd7ZaXfLeNqt2rVar1+vNP8lr+wiEVPpwwni/lly9bwUjGUR6sTLEhgdrdfrDf/wpaWtXa3XEP52+x1hQkmGJRqfvvRPJMILU+LAkt0mFUBCRoH/OaP4+/BKhW8je9SiD5kBhVCU1HKbtAf/ZVFioVXBQ6g5p7TllKwCsayrKVrczUcpWafVxhcSBYgxFxrOFAgoNAAw49p+W8p66sTlMdZ0EN2EAgGHYpk2brHv0M2OCQND5utvS0rtnPgBIJJJdu3b1axckZmSX8jqyCoND+mETjAr3rN2erq3vcoJs27bt0KFD5p/ktX0EQip9aFHf3Hrq4vXu/8pqGgDgva92N7fKeh3k3nPfCkYyiPRSY6KkqraqvrmqvulYxlVzI4NO++TNF+i0XrYlGTYgDkopTzJUGMYap1FQAKCOyHp7RRKNq6jfiXtpNFQkYFXIdKM9HHnNVxZUshk2BtRgpggG91GBNwCEMThft1XSUdSVSl8p8geAKRzxyrqcqRwxHRmJGiSgIshzIv9NklIA+EPZslNWs1zg270bhYLSnRiaumaWn8dHH31UXFzMYrEQBFGpOj1EiBoTlD6fCxEREYRvwsmTJ5977jkazZ7VSSqVvv766x0dHf2bG8lf1G47HOArQNF+XIoZTjQPD2H9/04Fvf5YT32G8bV9wNBQ1Pz/sIRU+tCiVSavqG0klrPyiqNDA5gMOgA4MRjBvp46vV5vtFFgaMvPvy2cmeoicFjipP7Sk2AkI5lenhojgvy+ff/leyMKyX0LjUoZbBFI7inDWOP+Qmcmje7CHomlDZqVBqbTQCwFXDatscMw2sORwihvlYs4NrwqnFDKVI745/b6Cr1KZjJSESRfq0hkdX5FRwAC6Kx6gzaAPqLrHC3mefwmbyrQKQDgq9bKZqNujSiQhVqfthwhp/lG0Xdbvzpx4gQArFq16scffzRbGby5LB6bRaP09eVqxowZX331lV6vr6ur27Bhwz//+U+0hxezc+fOffrpp42NjTwej0qlEgkglUpl30MtSJqP/hmcFNTfrdxdOKW/nu3JypCfny9wdT916tSoUaMAwOO/AAAgAElEQVQ8PDwAoKqqKicnB0GQ5ORkV1fX23tvbr506RKFQklNTTUajSaTyc3NXm6IIY2zEzPCTcSmO9JX675iGN/QhyWjw4NGh3ee+1l5xUvmTPJw6T1/Z4ifF4vJuMuikZD0j94fLxQq9dHzV3YfPrXr0Eni3/9+O2M0keE3IwiFStt7J5JhxDDWOIognjx239+shhMcOsVkHEhZQZ3BxGU4+DlVVVrL5tqwMpTolBtbSmOd+K+6BP/TLRQAmAiqx7HbwmAYYwQ7MhCgCPK51yg/WqexbF97w4KqK1vbqgq1CjVmAgA1birWKY+zOp79z7uEiSEtLW3ZsmWWg2g1+n69Wbm4uKxcuZJYTk9Pf/LJJ0+cOEFYEHAcVygUOTk5O3fuXLp06euvv97Y2Ojq6vrdd98FBwcTm5w4ccJoNBYVFSkUijs+AMMco1xp0hpYrH6/M/D4LFVFfU9r//Wvf61/790bN25gGAYA+/bt++yzz+h0Oo7ja9asKSoqIrpdvXp11apVer2eQqG88847W7duPXny5IDnMiTgMxnD2MFtGN/QScxMHRfHdhpIbv6CsuqSqjqHy0NCAr36Mmh0+ve/2j06PAgzYS2y9piwwAvX8oJ8PCndvpmQDGNcBH3NSE8yPCA1Pizx5NFVyl5S0NtE1qH35tMdK4xOKmcy/bFu7be0HbO4rmEMDgCcV7YCwBgn55/b61PZIgBQmIy1Bo07lfxiAyIKfatP7NrGwmuadgCQmgxbpdVEWVAqghiJnAsogBYoFMozzzzz3HPPWY0wgNP8qaeekkgkv/zyCwAUFRWtXbsWAKhUKoZhxIurmUmTJr311luurq4JCQlXr14FgG+++eabb74BgJ9//pnL5Q5o0iMFXUs7o/8mBgCgM6j6DhVuwhBbhtSWlpYVzzw7b+4c4ufhw4d37NhBRL7w+fzTp0+Hh4djGLZx48ZPPvkkKCgIAKZOnbpo0aKlS5fewWxIBhnyhj7MqKxr3Hv4VLO0XeTMm5EcPy42EgC+/enIo/Om8jjskqq6AycvSKRyZy57RsqY5NhIq81bZfJ9xzMqahsAQQK83Bta2hbNTAWArb/8PiUp9uj5Ky0y+QdrlrfJO/YfzyitrmfQqKNCAxbOTHVi0AFg276j40ZHHMu4Wi9p5XPYU5NiJyfF2hHMCqVKs+9ERkFZlQnDwwK8H549ScjnqjTaAycv5JVU6g1GHw+XhTNSA7zdCZESRoUdy7gikbaL+LzZqWOFzrxfjp2TtLXzueykmPA5E5MQxJ5ILTK5zVlYTVan1+87npFXUgEAIf7ei2dNFPK5vR5Jkl7pxcqQnV8aGuDzxIMzrtwspNdSZ00YmxI/6oPNe4wmI41K5mUYKdS1SMN9HeotTXJ/Q2r8Trh48WJlZeVjjz0GADiOv/baaxs2bGAw+vHO0NTUVFpampqaatl4+fLlkJAQkWjglc9T/Lm1zUq9wUSn9cNM3CrTMCiIn8CRL/aYzoAZTFQqqsexaoP65YZb5lWT2aLD8sZqvUZq0vvTWFV6FQZ4KJPzRmO+N82pRKd83SUYJcOMAQBARKF/6z36qKJ5S1tVveH250rjX2kdUUBi+e5vbvnc7FBgyQBOcwRB3nzzzYSEhM2bN1dXV3furmssbkxMzPPPP5+UlET8XLZs2dmzZwsLC80dKBTyK0UvUNlORsNAIpxNJpxCp9o0MQAAnU4Pioox/9y7dy8ANDU11dXVnT17lslkAkBzczOHwyFMDADAZDLnzp07AElI7h/IG/ow449LN1YsnOUmFlbVN33zY7pY6Bzs61lSVa9Ua7ls1uYfDz84dXxEkG9ji+zwH3+GB/oKeLfLOWEY/uWeg6NCAh6bP1WrM/zv9zN+nm5xEcEAUFpVV1pd/8DExKjQABRF/m/PwYRRoYtmTjCasF+Onfvp9zMrFs4GgJLK2sLy6icenBHi61Xd0Lzz4AkcYEpSbE+CWQn/5d6DQj73jWeWODEZF67l/fjbmdWPPfjV3kNcttOryxczmfSs3OJPd+x7d/WTLgJ+aVWdpK396UWzBTxOfln11l9+53PZTy+cHeDtLpG2b/35dzqdNj053o5IPc3CarLb9x+j0ahvPPMIjUo5cznni12/vvu3J+0fSZK+0IulQKFSiZ15QCSPwQEAOCwnIZ/b1CL18XC1vy3JsCHIk9T1yILU+J3Q1taWn59vMpkoFMqNGzdUKpXJZAIAiUTS0tISERGh0WgQBNFqtUKhsLy8nE6n+/j4WI6g1Wrb2tqIZXMHqVSq0w3EE8EMl0FJ9uOXlLWPiuiHqaK4uO3hUQM3bdjEIO2gsRkAQEfQs4EpVmvn890bDVohlc5CKIv4HgyUMorJe5jvKTUZ3KiM+8fAcMg/sdc+ywW+NlMz2iHRyflayKS+95/LdZvDdSvUKXI08mq9ugMz4jgIKbRwJjekA1Wz3S1NDEeOHDEvBzlZ57ag0+nXrl3rdY9Tp06dOnVqXl7ejRs3ampqFAoFhUIRi8VBQUFjx4719OzyWOnk5LRz5878/PzGxkYWixUeHu7i4tL32Y1M6K4Cg1qHmTC0n7FdGrWO6dJj5Usejxfsdbtoxe7duzMyMnx9fd3c3AICAhobGwFAoVBYpc8QiUQGA1lZbAhD3tCHGfOnJPt7uQNARKBvfFRIXkmF+WUew3CdzhDi7+3hIvJwEcVHWtuXm1qlMrni4dmTEAR4HHhkzuT13/xgXmvpBfD2ymXmRA+PpU3/t0W3WRMSCMNEVIj/w7MnpZ+5RLzS2xGMoLq+ubFF+tqKxQw6HQDmTkoCgJpGSV1TyydvPk8kuZyRMqaspj7zet5D0ycAwNxJiZ6uIgBIGBV6Puumt7tLRJAvAPh6uM5IGZOVVzw9Od6OSHZmYZ5sY0tbWW3DJ2+sJD6fL5yZeiW3sLy2wf6RJOkLvVgZvN1dfz2ZsWB6ipDPbWhpAwAcx1tlcg57RGfeGmkUVjfEBPn03o9kuEBq/A4ZN27cpUuXJkyYkJ2dHR8fDwC5ubmFhYURERHbtm0Ti8X19fULFy7MzMxks9kqlaqiomLSJBsvlunp6eYODhFs/QzvubuLQkOc6X3LBybv0BWVSve/EuuQvZsxabSUnisUUADx/ivjgNNf0Xl0BLUXKOHlBvMmg5cbKFRwKQcyrztU3vsdBCCSwY1kWIchSNTtCrWmp63u8DSPjo6Ojo7uS08KhRITExMTE9N7VxIAAEAoqCAupEXS4ebRv3yZLc1y0dSEHodFELPS8/LyMjMzt23bRhQgyMjIIKwM7u7uTU1NlltVV1dbWY5IhhbkDX2Y4Sq6fVngc9ka7e1KpRQKmjY1edN3P4+PixwfG+XnZZ20lUpBjSbMYDQShQK1ej3DIjtPqL+3eRkzYScyr7XI5CajyYRhSotbSbCvl3k5yNezqVVKZOuzIxhBvaTN01VEmBjM1DW1erqJCRMDQaCPZ+lfqSLEFlUzBDwOl3U7dbeQz9X89enFpkhUCsXOLMyTbZBIGTTasYws8yoEQZRqjf0jSdIXejGTRwX7i515l3IKg3w9lSrN5zv3f/TtD76ebqTTyIgiOtC7904kwwhS43dIVFTUrVu39Ho9g8EgHuKDg4ODg4NLSkqIJ/iFCxd6e3uLxeKSkpLg4OCUFOvv+QS9dugvY7w5i6NEf5ypxvuQBdJgwI6fqnxvmo8bx8HZ1zG9oafyBAMhORbWrYK6ZthzGM5dhVkT4LUVMHxzufUdFEWwbs95ZsjTvCd0TdK85zdmxj5xbd6rbeeyB0UGj8fm1DX1rw4ojuN1EoX7w9Ps9DErXalUisVi4uqEYVh6ejrRzuPxvLy8zp8/T/xsaGggsoeSDF3IM32YYVmaFAFr9765k5L+sXIZiqD/3XPgq72HrLL1u4oEHi7Cb/6XnltckZVX/P2vxyeMGWVeS//L4qBUad7bvLtF2h7s4xER5Bse2MVKRbX4SkFUMMEwvFfBAADDMFq3iDkMw6hdG2lUiumvRD9d67B2GdPsZd+TSPZnYZ6sRqujUFAGnWr+N318fHigr/0jSdIXenkOQxD422MLUuKjEAR5e+WyxJiIGSkJf3v0wXsjHMl9QnZJ9WCLQHJPGcYaN+F4TbtcM6CY537B5XLT09PNHgoHDx6kUCgLFiwg3MU5HA4AeHt7P/3001Kp9MCBAzYH6bUDAMgu5V1OXZk152VlSU1fBPtinr8YxU+eqTQYu+devI1KbTxyrHR6AOdv493tdBsYmMGEUhwU+iAWwFML4MNv4PdzUFoNWXnw7v8BjQZzJzpm/KEMSqFguh6tDNfLajp6tkGMWHQS2YX4JxnXcke5szzapTmPrG3Y98e9F8Nn+QPtCk27VNn3TRrqpBQ3kcv0sXb6mK/tCQkJWq329ddf/+CDD1avXj1x4sRr1679+eefALB27dpdu3a9+uqr69atW79+/aJFi+5kIkMCqVprGL6vEMP4hk5iE09X0SNzJ2949dm29o6svGLLVQ2SNoVaE+Dt8cflG1l5xTPGj3louo1vGLfKqsQC/uNp08fFRibGhIf4e1sNYl5ubJFy2SzCM6JXRAJes7Qd7/qVQyzgSdpklo1NrTKRhQtDX7Apkv1ZWApgNJpmpiTMmjCW+Ddj/BgizsLOkSTpC/3I4Mhk0FPio+6eKCT3LWPC/AdbBJJ7yjDWeJVU3qJUt6m0cXfZ/2369OkffPDB4sWLiZ98Pr+ysrKioqKqqsqc/a66ujozM5PJZPL5/IaGhqqqqvHjx1sOYtmBSO5g1Q03YdceejMqxF3b0pLz6LoJ13b1KhiNghxdHv7CoYp9B4sSEzyD/Z2tPjlgGJ5f1HYtu2n1eLd/TrkrH8EQBPriTNEnUhMgMxvqmm+3YBjsPQxvPQe/nXPQPoYsOG7HpwNxYhQ0t47xdh+ZhV17ovzjXV5u3NBQDwBwFnA4XKdrr3zhaddB4G5AcWJEfvnajdWfpCSH0Bm9P6opldqCosaxJ/4LXXOjrlmzxrz866+/mpdpNNpnn33W2Nio1+t9fX0RBJk2bRqRpFYsFn///fc1NTUIgvj4+Bw6dGh4Fx+VabQlLVIhixnqIhxsWe4Kw/iGTmJFQVn19YLShTMmsJ2YCAIIgljdalEUMZkwHtspJS4KQRAeh2U0mbqn8+eynGRyhUarc2IyjEZT+h8XLdcey7gaFezH47A1Ov3hPy4mjQ7vo3ghvl44hp++lD1j/BgAaGxpu1VaNSUpFhDkROa12aljAaC2qeXSjfyXnlzYr4nbFMn+LMwE+3nhAIf++HPBtBQEQTqUqrNXbgZ4u98srrBzJEn6Qu+3roraxkOnM2sbWyYnxT44bXxucQUAxIQF3n3ZSO4XrhdXkXepEcUw1jjh82a6m7eL+fPnEwubN28GgJUrVwLAvHnzFAoFm81OS0ujUCiEE2BqaqpWqwUAIru7OfjZ39/f39+/ewcCyxhpk0ZnUuvc3J21Wn1FViXRqNVqS0pKOjo6AgICvLxuByuaYVDRHYuDT5fK3zpefeFinb8Pl8NnMugUjcaolCqqajvi/AQnng6P9WQ7+th0gtBpOGbPk6IfiJ2hvNa6sV4CQr5DjRlDEgzDUUaP0S4GEwYAJgwjrQyWdGQVBgtvx4TynVkmtVbfJqeL+vdt7c7xWDRFfr3oyt6jY8f4M5n2Sskq5Oqs7KrwT19yHtPL477Vtd3D43bpATa7y/nu69u/rKVDFyOGAYARG7bXimF8Qx/20Gk0qywGNBrNMuiASqUQNgI6jUqlUIL9PK/kFr3+8RZnHqdDqQ719xobHWq5uavQOcTP88yVHA8XIQC0dyjb2hWvLF/k5Sa2HDky2D8iyPet/2xzETrLOpSpCaMsxYgM8vvXl7uceZw2mTwiyJdI09iTYJZQqZRVj6Zt/fm3Py7doNOoao1uyZxJVApl9aMPbvnltzOXbzAZdJlckTZtfIifV/cx6TQq3SKjE51Gpf3lQ2FTJDuzsByZSqH8/cmF2/cdzcjK47Kd2toVKfFR4YE+1/NL7RxJkr6AXLiQMWFCak+r2zuU//py5yNzp1ApaHZB6aplabVNLZ/v3P/pWy8gjqslVlhevfnH9Beef8Lc4stn8yyejc5eydl96GSgj4eHi4NTnfcdGo2aNiVZwCerfJOQDGGKJW0yjY5KQRO8HR8IMCgUvPx5448nMBwPee85/78tvnz58qeffhoXFycQCLKzs318fNatW2fncl3Rpj1Z2l4l07VqTB4cqrbgnD/H9LdnV9xVmdVVjZfHPTN1SoQDxlo0Exh0+PG3Lo0eLvDO87DmQweMP5SRNMqqaOzEU/9nc+3VmkYMx2M9XZl9c3YdIeQ+829ubkFAcOf1QavVn88omtV6Egapfmr5pj2Vn+wND/Pw8hZ2P5ExDK+qlJRXtkRtfsNzyfS7IcDp06dVKtWDDw7bUNkWlbq8tZ3HZES6DdoTJsnAINzsMQwzmUx6vV6v16vVap1OR5jphwE6vd7KymDVYjJhOI5TqRTLdo1WJ+tQ8rlsthMTunL2Sk52Qemryx82X0sOnMqUyRXPLJ7TfV9KlUamUAp5XDaLqdMbiDyRb2za8tKTC8XOvBaZnM9h87ls+4J1nxSO440tUhRFXIUCFEX+aoTmVqnBZHITOZtNCVZjGoxGCkoxb2Lu0JNIdmbRfbIA0K5QqjU6sYBnFsDOkRxyXLt2jUKhcDgcNpvt5OTEYDDodDqVSiWSZNl8SrwlaTcvf7/9xxWL5kSHBvR9j4WFBb08W+QUliXHRqbERxVVdEb8+ri7sJ2YrTK5i7B/qY/vnIraxoraxnu8U0tchPy5E5MGUYDBIre8lkxQPKIgNT6EiPziFb/VD1Oc6EwvVwzDPvzww61bt5r9HdatW3fs2DE7Fe8DRcwXRO7wl9IPqXn3wDuaymUZ9A6qjXfhGnzwEpy5DE2tnS0IAo/Ph9OXHDP+UMZgxGguPaZqxka2o0dPBLy67PLkVWw208XdWaPW5eTVBr6ybLBMDAAQ9OYTwolxhS9/XppR5O7GF/CdmAwajuNarb6tXdPU2O6cNCp570ec0D65Hgzg2j59+l0xXpDcM8gb+tCl+5uwVQvlL080y3YnJsOJabskk8FoRBEEADdnUtT/dS/uvi8O24nDdvprbRe3OCcmw9ejS4XUngTrDoIgRHHKro3g3i1kydqPo5tzhNWsrUSyM4vukwUAZy7HmdvljmnnSJL0hV6sDBiOs5ysjy8+SI8mMWGBAd4evfe7O9ColEljRw/W3geXCD+yitXIgtT40IId3Jk9obm5mcViWYZULFmypLKyEgAKCgoiIyOJRqPRWF5eHhYWRvxsa2vLzMw0mjAPnrW1vqqqKicnB0GQ5ORkV9fO+3dBQUFoaOj58+eVSmVcXNwAPKtpAq5Ro8NxR7y7SaTw4+/w7t/g11NQXAECPjw4DYxG+O3sHQ895DHoDDS3HkPNUQQhDQ3d4UYFjjnwcf6Ln1y/dp3GYQW8sizw9ccGVyTBuFHjL2+X3yhpPpxRe+WWrrkNQSlMT7FzWlzygxPZIf14gSSv7SMQUukkZlLiRl26UfCvL3eFBnjTKJSaRkmLtP3VFYv7MYQDXdkdxX0oEgkA9GplCPbz+vZ/R2ak3C6/fKOgVKvTi/uZ/NMhxIQFTkuOv/f7JSmrbybvUiMKUuNDFDc3N4PBcOrUqRkzZhAt0dHR0dHRAPDee+/98ssvRKNSqdy0adP27dsBIC8vb/369YsXL+7QGt555x2hUDhqVGddq3379l24cGH27Nl6vX7NmjXvv/9+eHg4ALz11lvR0dGjR492cnJ65513Vq9ePW7cuH7JiaAoje1k0BvpbAa4iYHHBgYdqFTQ6kChhpY2UGv7MVxGFlQ3wINTYWYKKFXw5w04c3mEZ2Qg0BtMdNcerQwjzcRw8eLFysrKxx57DABwHH/ttdc2bNhA5Du0Qpgam5r3A6Y3oPQes1pcvnw5JCSkrKwsICDAbIC7q/DjQvlxdxoYTF7bRyCk0knMsFnMf/3tifLaxsaWNhzHo0MDQgO8u/sI2GHFQ7MGMXrdJvehSCQEvfxh+Xq4TkgYtfbz7S5CZ5lcsXHr/2oamtc88RBpNhpR+HZzbSIZ3pAaH6KgKPrf//5348aNmzdvTkxMTExMnDBhgmXmyO5s2LBhw4YNQUFBKo3u8SWLFi1aZLYyHD58eMeOHTQaDQD4fP7p06cJK4NEInnuuecCAgIAIDg4eMeOHf21MgBA3Hfv0MZGgIsAWmUgV4BOD0YTMOjA44CrEHQGKK+B/FK4UXg7FMIO1fXw5Z7+ynBfkencsSKuQIPiX94KWdgsdsiYGhMu8OmxlgrhNTtyaGtry8/PN5lMFArlxo0bKpWKqNsilUrb2tqCgoJQFFUqlSiK1tbWBgUFUek0uVze1NRExHgzGAzLnlKpVKfTRUdHMxgMiUTS0tISERGB9lzR4z6BvLaPQEilk1iCIEiwr2ew7wANT5HBfo6V5865D0UiIejdfDV3YtK40ZEVtQ0dSjWPw44M9mORMSojjGaZPNDpXnyrIblPIDU+dPH19f36669lMll2dnZGRsZnn322adMms+HAColEQqVSg4KCgFC6p6tlBoe9e/cCQFNTU11d3dmzZ83WCjc3N8LEAAAeHh4ymawf8ml1QKFAcaWLrA2+2AWNEjDZKjYh5ENoAEQFQdo0aGmDM1cg8zoYh21BewB4Kq4gMaWQy9QvR03zT6fQcAeY8pVqvU/fwvVHCOPGjbt06dKECROys7Pj4+MBIDs7u7i4OCwsbMuWLatWrTp69KhOpxs9evT27dunTZt28uTJlJSUjz/++IEHHkAQxLInMeC5c+coFEp7e3tERMS2bduef/75QZ1f75DX9hEIqfQBk19WzWU72Yz2N9OuUGZev4UiyNxJvSduq21qMee5IxA58+IjQ+5U0PsSlUZ76s/rsg7lmKiQXksTNrfKrt0qaW6TIQh4u7mMi43gslnEKvNBo6Aol80K8vUUds3Eb3lU6TSar4drwHBJ7z3U6cXKUFHbePZKzpSk2IRRYfdGIJL7EAH3bhW0I7k/ITU+RMFxHMdxFEUFAsG0adOmTZt2/vz5jRs3EvYCy27EQnt7u7NzZx5fQukikchg6MwFtXv37oyMDF9fX8Ks0NjYmXzX0jkCQZC+ZurR6kGrgwMn4eINUGl66SyVw+UcuJwDOw9CdBjMToVFM+HgaTh7ZbiGQmgoOM9Jz2EYMAATgjvEyqCSKe0kBeyH7oYLUVFRp06dSkxMZDAYGo0GAC5fvvziiy8CQHFxsVwuB4B58+YR9VnOnz+/cuVKKpWqVCpt9iQICgqSy+UlJSVNTU2DM6v+QF7bRyCk0gfMpRv5YgG/u5Vhy8+/LZyZ6iLgK9Wa9V/vjYsIjuubpeBE5rX6phZ/r9vvwHq9ESIdKbNNHJMFqZ98ufuAu4so2Nfz+1+Pv/hoWqi/d089j56/8tu5y/FRoYHe7jgOheXVR85eevbhuYRtwnzQTBgmkyt2HDgeHxX6RNo0cwZHy6Oq0ekOnLwQExb4zOI592aaA8b8VwSDpKB7QC9WBk9XkYeL8NufjrCdmNOS4xJjIuhkyauRh0ZnEJAVPEcSpMaHKKdOnTpz5szGjRvNLfHx8VKp1Kpbc3MzsSAWi82vRoTSq6urieSReXl5mZmZ27ZtI+LjMjIyzFaGfmMwgsEAuw/DheuA2fJcsIMJg5xCyCmEQB94PA2mjoNtv0B1wwAluY/58lbICgTDAf+wzJ+JOcDxXq8z4gjQXXqsBjXSTAwEXC43PT190qRJx48fBwAURXEcRxBEr9cTwUHUv0KUaTSaTqejUqlqtZrJZHbvSXDw4MEZM2YsWLBAIpEMyoz6BXltH4GQSnc4IX5ehFv35ZzCQG+Px9P6XIcFx0eHBy2YnnIXhevG+as3JdL2h2dPupc7lXUoqxslbz67lEJBK+oaSyrrerIyXM8vOZpx9a1nl/p5dcb3TUuOyy4o++X4+U4PiK4HTdah/GrvoZ0HTz7/yLzOIbp1eO//duUWV/TqQDG4mP+KBkVB94ZeHmWYDPrcSUkfv75y4czU7IKy1z/+9uej51qk7fa3IiEhIbk/4TDoAODUn1xHQ4iEhIScnJySkhJzy4kTJ2JjYwGASqWazQ3mNJBCodDZ2fn8+fPEz4aGhjNnzhDLSqVSLBYTJgYMw9LT0wcok04Pf2bD6g/hfFa/TQyWVNTC+q/h5J/wzvMwY/zAx7lfWdwklp4e3/rH+Jcre/zg0y+USi0nwMtOBxqK0CgojWKjnvkwZvr06WfPnjUXRpk2bdq2bdvS09OpVCqLxbLsOWfOnK1bt/7++++ZmZkoivbUk8/nV1ZWpqenV1VVtbb2IYcIyX2GE5WKIAiL/IRG0memjotjOzEBoE3e4S7uMcPufYJKo1VrdPd4p0S5TBRFMQwvr2lwEwt66vnb2csPTEoymxgI4iODP/z7Cpv9BTzOC0vnXc8vaZC09dQhPNC3qv5+dy4z/xUNioLuDX26qiIIRIcGRIcGFFfWbv7h8InMrOjQgPlTxw84dwjJ0MKJ0WOebZJhyTDWuBef68JhDdc3K6FQ+K9//evtt98ODg4Wi8XV1dUA8O9//xsAVq1atWrVqujo6IaGhoSEBGIVALz77rtvv/324cOHaQyGVq1esmQJ0Z6QkLBv377XX3+dx+M1NTXNnj17586df/75Z0pKnz/C4DjoDfDNT3DlpmOmh+OQkQUllfDyk+DnCd8fuCOzxb3luELSaNAiCNAR9FFn23YEGo44JFCCQKXQsMP87XQIcObxOSx0WLpp2mL+/PnEwubNmwFg5cqVABASEhIUFKTVagnDgfnvf/ny5aWlpY8//jibzZbL5V5eXq6urpY9iQwmhOOPQqFgs21Q2p0AACAASURBVNlpaWmU+/7CMoyv7QOGw6AneLtT0GF7IpBKdzjf/nTk0XlT80qqsvNLUQSpaZJMiB81NjpMo9XtO56RV1IBACH+3otnTbTKINATF28UyOSKByZ3Znb4/dwVAZ87Pi5y276j40ZHHMu4Wi9p5XPYU5NiJyfFAkBPO1KqNPtOZBSUVZkwPCzA++HZkwrLay7eKNAZDF/uOfjUgpl8LrtFJt9/PKO0up5Bo44KDVg4M9WJQQeArb/8nhgddizjarO0XeTMm5EcPy420uaY57Nuhvp5R4X4E9LiOP7lnoPPLJrDYTuZZ8TncJgMer2kNSMrl8mgj4myXR9HqdLUNrW8+NiD/Tr+LkLnAC/3oooazx4ym+oNBlpXu2FPR9LOwdz6y+9TkmKPnr/SIpN/sGY5anGJ6H5MhHxuTwe2p12b/4r6qKChSJ+sDDiO3ywqP3slp7qheXLi6Aljostq6rf98tvUcXGzJoy92yLeDxRX1mq0utiI4MEWZHCQKVRkXN+IYnhrnH7fvwncCePHj//ll19qamqUSqW7u7u5xl5qampiYmJDQ4ObmxuLxXr66aeJdi8vrz179tTU1NS3tifHx5jHodFon332WWNjo16v9/X1RRBk2rRpRNk/sysEADg7OxMVMa3BcVBrYf03UF3v4Bk2tcJ7m+HV5fD3J+DLPbaTR95nFOgUUpN+hdAXAK5q2i+qpeNZQiVmZCEUFEEUJiMGwKdQAaADM/JQqsSoazHqI5hcFECJGVFAag2aIDqbiiCWq+wjV+n4SbazfhIM79O876AoauXFQODj43Po0CEMw8znUU89uVwusfZui3rnkEq3yTA2MQCp9LtASVW9Uq0NC/D2cXehUCgp8VE+7i4AsH3/MRqN+sYzj9ColDOXc77Y9et7q59Cu/51NbfJcosriGWxgE+8J4f4ea7/eq+/t3tUsF9+WfWJzKx/rnocAEoqawvLq594cEaIr1d1Q/POgydwgClJsT3t6Mu9B4V87hvPLHFiMi5cy/vxtzNL504urqyVK5RTx8Vx2U4A8H97DiaMCl00c4LRhP1y7NxPv59ZsXA2AJRW1dU3t65YOMtNLKyqb/rmx3Sx0DnY17P7mOGBPscvZJmtDLdKqxpbpGxWl2pWCALjYiM+27HPRcB/6YmH0B5Osbb2DhRFidwE/cJNLGxrV9hclV9aVVhR89CMCV1U1sORtKO10qq60ur6ByYmRoUGWMnf/ZisfuzBng5sT7s2/xX1UUFDkV6sDBqd/o+L2eeu5vC57OnJ8WueeIhKoQCAq8h5dFjQPz77bsKYaMLfY3iz5/Cpxhbp9n+/PtiCDA5u/T//hytarbaiogIAKBSKi4uLUOgYTzmVSoVhGPGoej9AanxIQ6VSAwNthCMyGAxzbQgrfH19RS42Sh56eHiYl9nsPj+n4jhotPDPL/pUhHIAaHWw6Tt4dQU8twS2/Hz/54PMVEmX8TuDFxKdOhMlHFVI5nBcuRTqrx0NKsz0gsgfweGn9vpxToJCnSKCwd3WVvW8yP+oQqLDTKOZ/O3S6mSW0HKV/Z22tWt8Joy204E8ze3DZDKXLl062FI4GFLpIxBS6XcJsYAvFvJpVCoR/9/Y0lZW2/DJGytpVCoALJyZeiW3sLK+KcjHw3Kr8poGmbzz9Tgy2C9t6ngAcBE6P7lg5vb9x15bsXj7/mNPPDjDVdR5p5g1ISEuIhgAokL8H549Kf3MpfBAH5s7oqJoY4v0tRWLibSI5poX7mIBBUVH/WUUeHvlMnOtwMfSpv/7mx/Mss2fkkzkUIwI9I2PCskrqaBRKN3H1Gh1B0/92dQqJaJFzl+9OSkxBunqFtcgacvOL1VrdIuWTuSwnKAHDCYTzSKCVac37Dx4wmA0AQCKwMIZqe4uth+zaTSqwWg0/zx7JedqXhEAaHV6nd647IGp3XN2dj+SU5Ji7WvN0uXBTHV9s83jbOfA2tw1sUos4PddQUOOXqwMjZK2Fln76scXWCZEJWCzmKPDg9Qa7UiwMpgwDBs6rrkOp65FGubr0Xu/EUBFRcXOnTtTU1NxHD9x4oROp3vjjTfufNibN2/q9frJkyff+VAOgdT4CMSRStfpYf03d8vEQGA0wX93w9oXYMF0OHjqLu7IEZhwjEWhAMB+eYMGM8lMhpfEXcxAqWzRRZWUjqCJTs7BTLYBsBK9ssnYGag5j+cuoNCyte3dV/WEQW/SyFW8GHv+d+RpPgIhlT4CIZV+b2iQSBk02rGMLHMLgiByhdKq2/i4KJvZHxNGhRZV1Kz/em9KfNTY6Nt1/YJ9b6fXCfL1bGqV1ja22NyRVmfwdBWZKy/0BGbCTmRea5HJTUaTCcOU6tsln8ymDQDgc9karb5e0tZ9TCcmY1xsxPms3EfmTJbJFYUVNcsXzrLsgOPw7U9HZqSM4XPY2/cfe3vlMgGPAwDX80viI0Ms7REsJkNv0BtNJuIbNp1GTRgVajAYASD97KV6SWtPVgalSmMZLhEXGTwlMRYAaDSqq8iZastltfuRNJpM9rVmM2OlzWMCdg+szV3bnJf9cYYcNhz8qhuazV+GAn08Viyc3d3EAACStvZH5011EfaYv5pk2BDoSVZavk1YWNj8+fPT0tJeeuml1tZWg8FgTi3e0NCZ+l4ikeA4rtForly5UlBQAABqtVqpVJaUlBA/CYxGY25ubnFxsbnFcpNBhNT4CMRhStfpYfuvUOXoQAmbO/p0B0xPhlH3e7HxcAb3mrodABbzPVPYIgOOAwAKYMAxAOgwGWOYvHyt4qZGHuvEPyhvpACygOfhQul8iKFC5zNZ91U90doiFyZGIFR7wUHkaT4CIZU+AiGVfm/QaHUUCsqgU83/po+PDw/ssZZwd3gctgkz8buGt1AtLuM0KgUAlGqNzR1hGNZrzimlSvPe5t0t0vZgH4+IIN/wQB/LtZbv/wh05n62Oea0cXEXs/P1BmPGtbyEUaFW3gr1klalWjM9eUxiTHjS6IhPtv/cIm2XdSi37z9m6YAAAK4iZwqFUtvYYhZgTFTouNjIcbGRdr5h4zhU1Td5uYnNLc5cjp+Xm5+Xm6eryKaJAWwdSQzD7WuNTreR08TmMbF/YG3u2qaQ9scZctjwZTiZeS00wHvSWHueljq94cs9B1YtS/P6y6mDZBhTUFU/OrgfF8oRglwuVygUNBpt586dr776KpVKXb169VdffeXp6blt27a///3vH3/88fz584uLi69duxYcHLxv3760tDSVSnXmzJnVq1djGLZu3bpp06Zptdrff//9kUceUSqVlps8+eSTgzU1UuMjEMcoXW+Ayzch87ojJOoDcgVs+RlWLoE3PgGd/h7ttP9M5og/aykv16k4FGqzUSek0AAglsn/n7zei8qsNWgAQEChmXAcAPgorVKvrtCrqgyaVmOXSVmtElN7tDW0SFWuL8y1LxV5mo9AHK7048ePNzY2IghCp9MfffRRq7UXL16MiIgQCHpML09yDyDP9HuDWMAzGk0zUxKQAaXULauuP33x+qvLH/7mf+nhgb7mr+gNkjY/z854xsYWKZfN8nQV2dyRSMBrlrYTBXd72sutsiqxgG8uvdkik9uXqqcxPV1FXm7iyzcLLlzLW/P4AqutcBzHMJzYYuGMCUw67aMt/wvwdo+LDKHTury3UymU0WFBZ6/kBHhbpx7Aep7IldxCtVYXHepvX3gruh9JOo06AK3ZPCb2D6zNXdscvL8Kus+x4cuwZM7kk5nXfvztj7LqeqVaY2lu0RuMLdL2SzfyP/xm7/i4KEszEskwhrw/WXLhwoVNmzZt2LBhxYoVhCEgPj4+Ozu7oqJi6tSpWVlZ7e3tYrFYp9OtXLkyMTExNTW1rKwMAFJTU6dMmTJv3rz29nYAuHTpUmpq6vTp0+fNm5eUlAQA3TcZLEiND3vwbiFgjlG6wQi7DjlgnL6TWwzFVfBQn8uVDwYIwGsuQQ/w3CewhM8J/Yg0kMEM9nNCv1lc1088ogCAgiAzuC4AMI/nNp3jsoDn8ZF7hIhKX8L35FKoALBc4Gu1qqfd4Tguae5wmZ1sXyryNB+BOFbpBQUFUql0xYoVy5cvDw4OvnjxItEukUjy8/MxDGtra9NoNCUlJRpNp9OvVCotLS0lQlCVSqVarS4uLjZ2/bxJ4ljIM/1O0OkNcsX/s3fe0U0cWwO/qy6r2bLce+8dTDWYYmoCBBJIJfAIkAJphEdCGgn5AoFACiQQSgrwIAFCJwFCCaZXg41t3OUmyZbVe9nd7w8ZIWS54obR78A5q9XM7GhmPDtz5xaN9V8Liu7hQX44wIFTF3AcBwClWnPw1MWm6VEUMxiN1n9mMwoAGq1+0+6jMyaMiAkLnDEhc8uevzRavSX939lXlWoNAOgMxoOnLg5Iim7uQRGBfjiGn7x005JRKJb8c/EGALCYLvVSuUVLneVClylUOr0BAMxm9NCpiy3//ObKBIARA5J3/33WjcO0C0IJAH6e7nQa9cDJC5Yt5Jgh/cICfHKLyhEEUaq1domfHptx+27Z3uPZWn2jJaBGp9/991md3mAVtVgaTac3COolh05f3HbgxEuTRrdqG2JH05aENvdaq23ScsM6fLSVh+mgXo4DUQqHxfjkjZlnr93ef/K8SCxVqrUY3rgepZLJXFd2WIDvy0+N7c4wlu6ubAQBp3VGT3GjiJ/WYkS0x4qMjIw5c+YAgEqlWr58+cCBAwcPHrxlyxYPD4/p06fv2rULQZDhw4fjOL579246ne7q6mrxPW51FWn5KBKJIiIaNb0twdubZukp+nCP603mMonCi+XCYzTrjqivgmOYcN+/wu3HZFfzDQo1AkDjcXij+/vNnOiemdoJna4zwPaDoNN3TnXbzv8OwerFcOw8yJXd/ej2YIkiYQsFIViMIQr0Kg6B7EFq1A20iBUcTgEtfGVF2qCi+rgzwh3Hy7RytaQqwIvrw2a2pfJO+gadO7efP3/+ueees1ynp6dbLnJzcwsLC2NiYjZv3uzr67tnz57MzMwNGzbMmTOnrKysqKgoKirqp59+eu211/766y+DwZCUlLR169b58+d3Vq3aC4rhtQqVmwuN9ciGi2uZPvxC72o4LObx89es+2oAyByQ/OKToyhk0j0/AmQSsXE+JhGJb82cunXPX9nX8lgMukSuGpIaZ6e9z2Ex/z539e9zV6136DTqN++/dvLSzdAAnyGpcQAwJDU+t6ji5KWbk0cNBoDYsKBPvv/Nlc2UyBQxYYFPjR7awoNee37Spj+OnLqUQyGTtDrD9PHDAaBffNSpSzlLvt60/K3ZseHBMWGBS77e7MF1lSnVGf3irXt1MplsawhAIhHJJBKJRHRYJgCkxUVsO/jPiAEpTduNQCAsfHHKpt1Hz93Ic2Uz6xpkfl68d2Y9nX3t9vtrtny2cKbths6D6/r+vGd//+vfd1dscHdjA4BMoU6OCXt/7rMWQwxroxEICNPFJSzAZ9F/ptv61KSQyc2pBtjStCVb7jW7BrFtmaZt0kLDNvdo6yhqYwc9iiDnzmUPHZrRciKL6guR2FXbnsKyyh92Hnp1/kvWO4EcBvvBAL8Go4nqyDyme/hg7RaRWPrLiv/2VAWc9BIKCgouXbpkkTIAwKJFi9asWQMAK1asoFKp77777nfffWc2mxctWrR58+ZRo0aFhobq9fply5ZNmjTJ6t/xyy+/XLp06dWrV2tqaqZOnQoA69evj4+PLykpsc2ycuXKnvuhfZaSBplEo6MQian+DkIq9GHkN+7efmkZ2WAI9GK7e7JpNAqOYzqtsV4kr6yV06ODkrYvo/k9nPmuQgVvfN5caMlbOsXyuiLbO0SEwCAQQykuWSzPgS7t06nerRBc1cq+9olr/DxzMmAY7Dhs97hvfOMDKQ5CD/ZtbufVsF55KvTtVuIjXKsWohie4udFbdF9gxMnzbFhw4Z58+YRicS9e/fqdDqZTPbmm29qtdrCwsKKior8/PzU1NSYmJjw8PCqqqrbt29XV1e//vrrALBr164JEyYcP348KyvLzc3t119/nTVrVk/9igaNrrRB5kqnRts4k3PySGA5f8YwDEVRo9FoNBq1Wq3BYAgODu7S5xqMRsvez4yiCCB2+yO5Sq3VGXhubDvrgBYwmc1EAtEaLhHDcBRDySTS4lU/vTlzKs+VLZYpOEyGncsGhw/CcVwolhIIiCfXzVogjoNGq2PeO1xRa3QylZrLZjFcaNbtlfVHWUBRDMdxi0MBh2VWi8Rrftnz9eL5pObfIGKpXK3Vu7GZrvfE2Vq9waUZW3ut3tAgUwCAhxuH3h57fLvWc0jLLQmOGtOuQexw2CYOG7a5R9uW35YOekiuX79OJBKZTCaDwaDT6VQqlUKhkEgky6GmQ4ORO/Vy6/XPW3fOnjY+IdJxnDKHFBYWtC77sTybSOzhYMI9KGJw4hSENweRSERRlEgkhoWFVVVVAUBISAifzweA/v3779ixIzw8XKlUajSaqqoqb+8HvKj279//xIkTYrEYAKRSqcMsFh2H7qcP97hFUxeD3h77sHOpO3I+d/by+Fg/H9/7jo4RhMBg0kLCvYPDvMpK6/5NnTXk1DpWfFgHn2Ewwr6TzYkYAECLoZUm3fNu/t7ExtWDGfAG1HhJIz2oFE139fuvR0sBEeyQoyaByUZp4si/8NV7sPsYGE22jzO1p6O/byjPYnrE0HpLQNmOgaJYnVAW/eyY1lNiONxbpjt5TOjcuT06Ovr69esDBgx4+umny8vL9+/fDwD79++Pi4ubMmWKxS+ywWAAABRFLctZizGz0Wgkk8kAQCK1aRXapeCAA0Azvtj6An34hd5TWDeHDh0NurKYrqz26YiRH/xDIBAQAuH+HTqN2jQuY3MPQhDEt4m8DEGAaaO/yWTQrR+t2yu7HbWt6KRpmTgO+06cGzukXwsiBgDw4LraxYhoTsRg+crhz2wVcpunkeZaEhw1ZstKBA7b2WHDNvdo2/Lb0kGPIj0/vzvp/aRGBvV0FXoLsbGxsbGx1o+rVq2yXEyfPt1yMWnSJMtFcnJydHS00Whks9lGo9EqLwSApUuXAgCCIB999JFKpSISiS4ujcetdlm650c1xdnjncjVq1dDQ0N5vPtebAQCQV1dXUqKAz3DrkCRU5w7e3l6WgjHzV54bwFBkPAIbxcXyrUJ7w698RvFo0O2aQQCXMxpNVUW0yOBxra9g/PCVtQX75bXZjLc09up0XAfqQLKqiE1Di7fstxIc3E9FDzAk9SO85A9CkE4hfGoSxlEAplrv2iqt+PoX7YQEARzihgeMzp3bs/MzFy7dm1ZWRmTyayrq7NYBXI4nIqKivLycj6fT6fT+Xx+ZWVlXl7eggULBALB5s2bvb29SSSS9a3npKtxvtAfYTrmSbKLOXzm0rW8Ig6LkTUkrafr0mZ6sCV7ZSd2D04pg5PWySuvSQx7tIOp9Ag0Go1GowEApXmBKIv1wJamLVm6AWePdyJ6vf7LL79cu3at5SOGYR999NFbb73VTY/H8dzZn8dG+zYnYrDi68dVKHWFi79P+vWTjjyohA9qTQfyIQCLPMIPKkTXdYqOSxkA4GIODEyyShmoCMGX3GwcrD5MTb0y4IsX25LSKWJ4DOncuR1BkEWLFikUChRFrY6HnnjiCZVKxWAwJk2aRCQSEQRRKpUTJkwAgIiIiLCwML1ebxExWKXzPWgu8TjgfKE/usx+aqyPR68z5Anw8QwL8I0JC3qEds892JK9sxO7B6eUwUnrxAR1n6fPvoTejJ0sUeQINBiGR3nQx0e7cWiPhv2zs8c7kWHDhh0+fDg7O3vYsGEA8Oeff0ZHRycltRQquBOp++siIlf5xbTJGCEi3PvM4fPaSqFLkE/rqW0xmuDanY7UDwAAqAjBh0wTme9bQAhN+n/U4kqjVoujXiTqaKZH/IMaEA7IKzob6qZS1Y1jepIQRIaazqobxrG9aEijDpEZx48oRQUGlRI1e5GomUxeCp3TmFWvLDNoUBy/oZMbcSyaxoqmMttSk3KjptigGcfyrDbp9iuENSYdh0ge7MIdweyZAEwatV4p13o92YqvJQtOXYbHkK6Y2zkcjt0di/Tcqr7HZt//kyEQCE4thm7G+UJ/dIkN7wE9FDOKWi1BbK+tJEd31LKy5+iRluzxR/c4rUgZyquFZ67cGjEgOTSgnYtOJ32IMkF9dKBzALSPY0XyufvK2Gwqz5OJEJD9FeI3D/OXZwXMH/gIOB3swR63HILZhtjQaDRkMrlnlTseksWLF7/11lsDBgxQqVR79+795ZdfAECpVH799dcSiYRMJs+cOTM1NRUABALBP//8I5PJysvLMQxbtGjRmTNncnJyDAbDa6+9lpKS0jSXTqfbunWrh4fH5cuXzWbzmDFjnnzySeujhTuPB3jb7wGag0Qmevm6ifafbdVxoD0YBvkdj71qxnGp2ehKbDQ+PKEWLxPdjaAykmgcLoFSZtTMrs553tX/HY+WVjYbSm9vX3ZsZcwAkg4BgBqT7ov64sEMLo1EBQAFap5bc0uOGkexPAIpLmUG9fyaW2NZXsu9owGg1KA5q5GYcazQoJKgJhqBaJEytFqT6zrFFgkfA/zr+tKhTPcgikuVUbdEmD+a6fF/PrHdf8xTWi4OXjidSG+TnQiG4fDonEQ56RScb/PHEGen92HkKvX5G3cICDJh+IDOKnPZ+m0LX5jixXOzu7YDx+H8zbzwQF/LQb1Errxw845YqmDQaTFhgUkPSiJEYunFWwVShYrLYfWLj+yY/wUnjxytSBl8Pd19PLgbfz/MoNNGDUpJT4xpS7AQJ30Mf4+HUGN+LDlYIJ27v3zsqBA/7/u+ZGRy/ZcnK+QGdMnw3n6w0IM9Pn/+/K+++iogoFG98+LFi9u3b1+zZs0jLWXw9PScPHny1q1bq6qq3nzzTctR3vvvv79gwYLY2FitVvvee+99+umnXl5eOp3ut99+W79+fWxsbHFx8fz58995553//Oc/KpVq0aJFmzZtaprLxcVl586dX3311TfffGM0Gl999dX+/ftbXY3Kr+SHR7dDsMVzpYuyc6C9UgYyCQT17ctiwx+KWi2OjmZ6AIDUbPxMdPdFV//XefddGR9SipbXFT3j6utPdhx/9NuGsj1ywZoF7wySGuFqbtME22XVUtS4O7Afl9Q4kK7q5Atqc0drPIYz3J/i+DzF8ckoO/+ia8AEdmNztbEmctS0UcLfFphqvXNRK32zNm+0umFk92o06HTGujr5iIXT25geQR4zJ6hOnG/zxxJnp/dV1Frd8h93pMSEp8RGdGKxBoPRaDY3vbZFqlD98uexwvKqGRMyfTzcq0Xirzb/PjA5Njo0QKXR/f7Xv4XlVc9OGGFJXFhe9ePOQ0NT42NCA+ok8tVbdz83ceTglNimxbYLHAerycZPfxyZOibDw62tZypOuodWglPSqJQJwwd89d68qWMybhaUvvfVxj/++lcslbecy0kfQyxT9XQVHiXkevO8feUTx4TZihgAwM2VNml8+JpzgsJ6XU/VrY30kh6/ePHitm3b1qxZ0wc0bKdPn37t2jUSiTRkyBAAyM3N9ff3t3gSdXFxee65544ePWpJmZSUZLkfGRlJpVLHjx8PACwWC8Ow5nKFhYVlZGQAAIVCSUtLq6ystD5X36Cg0dohoKHRKPpacbt/nlIDKNqWhAV61VWd/KpOfkUrO60W/6kQvifM/1Zc9pp7SCKNDQCXdTIc4BX3BzQMx7M8EYBigwO/DzjAKnHpPoVwnV/iIFcv8PVw+NxyoyaSyrSKGAAgne461IWbr292qLexJhjAex7htuKPwS7cUArjlk7RSlt0NqVl4qD5T5Fd2+fb3MljRXfO7UVi3dQdRdFrbk3ZXlRQp+225zqxo5e80J10OpdvFYb6+7w4aXRc9+rk19Y1LFv3m4+ne3xEsOXOqUs3h/VLfPHJUUNS48dl9H/n5WmnLuUYTY0hn/adOPfcxBEzJmQOSY2fmjV03vSJu46efsjwRmev3t57/Kz1Y0SQXwvRK5z0FG2MZAkJkSEJkSFFFdU//O/g8fPXEiJDnhw5ODywtx/JOukUWIzH0Ylah/n9lsTfj+Xl4WBjzGCQE+I8118S/TC5HSFnu5/e0OOXL1/etm3b2rVrbUUM9fX1Fy5cQBBkyJAhHh6N+8mCgoLIyMizZ8+q1eqUlJTAwMDS0lIfHx8Go9HfoVarFQqFYWFhACCoqc7JuUUkEgInjPP07D6dPQKBMGjQIB+fRrVVPp9fWFj48ccfWz4aDIbo6GjLtdWJGgC4u9/3GGQ2m5vL5ep6PyoEmUxGbTb8RAoJa0+INhTFiO2RSjSibusWYrW40bACAWARSDwSNZ7G2uqfkkhvtNwezfQYzuBRkAck4DLUhAHoMXtBBobj/1dffEgp2uyfnEzngFIF7o5P7QLI9H1KYa5emWjjVWGtb3wLVW1jTcgIYWATp5U+ZKoac3D+03UY9CahQJr59nNtz4IgiDOM5eNGt83tVXLD8I13UlN9M+K8BUJ15qb8K28khHB7/s3yGNIbXuhOugKJQunNaz2cUKfjymIufOmpiCC/9f87aLmjUGmCfe9rTfLcOAQColBrLcoF86ZP9ODeX6XEhQfrDUaJXMl7CNUDjU6v1RmsH0cO7KagXU7aRZukDDiO375bdubKrUpBXWZ60tC0hNKq2s27j4wcmDJ2aP+urqKTHsdkbtMppRML56tUfn7NeqoL8GdevFzbnfXpAD3e41evXv3555+/+eYbWxHDlStXNmzYMHHiRBzHFy5cuHTp0sTERABYsmRJQkJCUlISnU5funTpggULiouLcRx/+eWXLRkPHDhgMpnCwsL27Nlz7NTppMFDcRRduHDhZ599Zt3bdzMcDmfQoEGvv/665SOKomZHSoltyWU0Yu5/vgAAIABJREFUGlvIQvN212r0FGpbz7e1GgMtOrCNie+j17eeBgAAfglISWjRjyMFIVAQUGPmXL2y2KAWmAxVRm2eXtk0JYrjy+qLLmqkZIRwR69KpnNAZ4BmXBLM5AZc1srmVOck0zmDXNwGunBjaKyWnRK0sSZMAtFOEgEAJECw7jVHKC6tC5g1sV1RSBtFDE7XDI8T3Ta3/3ipLiqGlxjHAwB3N5pWb/7+ouibJ4K75+ntAunrfwM9/kJ30hVcuJl/M7+EgCBVovqhqfH9E6I0Ov2+E+fyiiuMJnOAj8fUrIwQf28A2LT76IgByX+dvSKWKT5fOItAuD/gxTLF3mPZJZW1VDIpPjJk6pgMOrX1YwaGCy0iyM/2TlRIwOXbhYNT4yhkMgCcu5HH5bDdOY3velsRAwA0yBQIAgz6A8KvTbuPpidE/Z19tU4qd3dlZw1KHZgc21wlb+aXXMwpMJhM32/f//KUMRwWY+Pvh59/YiSbyWihEZorv5hfs+/EuXqpwpXFyBqSNij5YU05nFhpRcqgMxhPXbz579VbHBZj9KDUhS89ZfE16unumhQV9sHaLUPTEuwGipO+h/O8q40IVcaCOl2RWB/Ia3ZTRyET1YZuPeTsAD3b49euXTty5IjRaCSTydabRqPxu+++27Bhg8WfeUZGxrJly3766ScAqK+vnzt3bkhICACEh4f/8ssv77///htvvGGVMvz999+WQJIHDx78ev2GKqXK3cUlMTjg5MmTPSVlSElJ2bRp06xZsyxilG+//TY+Pn7s2LEdyDV48OAWsvAmDKo/ccGV21YpQ71C5zuhpQIdg2LtztIMJhxbJ6nYLa/1IdHCqQxPEjWD6f4mL3R+7W27lGVGjRIzb/JPOq+RbpBUDGe6B6AYEB2bAboTKTuD0s6qJec1koNK0Y8SvieJ+qyr34uu/oRmgnG1sSa9YYOikGnqxKrhH89pY3ptpfDO3C/lt0vo/WKRXz4Gz0ZdjLNnzxYWFlqC6bJYrIyMDJFI5OrqKhQKQ0JCulP3x0kX0W1zO19ucLN5D3LdqPxaB7LC3gCLSmFQyO4ufXYp61zC9UmiQvwDvD2IROKQ1LgAbw8AWL/jAItBf3fW0zQa5Vpu0Zpf9ny6YKaHG6eEX1NSWTtxWHpcZIitiAEA1m3f3y8+ctqYoWYU2/33v78fPT176rgOVGbMkH7l1YLFqzf5efLUWp1MqX5/7rN2z7KA47Dvn3ODkmPpDxo4lPBrausaZk8d68Xj8mtFG3Ye4nFdLSrzTSv55IhBRRXVCpV65MAUFoMOAMX8WrVWz2YyWmgEh+XjOP7DzoOTRw6OCQsUimUHT12IDg10YzsNDzuHVqQMwnqJWCZf8OKUYD9vu68YLrSk6DCtTu+UMvR5aG0QbT7OFIt1W6/V/5kvlelMvjyGQocyZPrmXPFIZfow997+J9OzPX727NmNGzdu3Lhx5cqVn3zyieVmQUGBn5+fRqPRaBpN4uVyudFopFAoXl5eFhEDAPj4+MhkMnd3d19f3/z8/Li4uJKSEi6XazGv2LFjBwCAXlPDLz1z5oxlN9UjsNns+fPnz58/PzExUSgU+vj4tCpiaC6XStWSza3/i+OvbD0cGuZNIrXihQcA1CqdXKpOGT+oHb/EQue9BX6QVBxUCL/3TUhvYoZgB4dI2uyf5E+mB5Nd/tU0LK8r/ok2GrFRobSDCMhIJs/ikVGKmg4rRRslfDlqepMX+pA16VlwHM+7K4hZ+1bbPTLkPL3UGzckDYosK6+9M29F2oFVlvsNDQ0TJ060+F7VarVUKpXNZhOJRB6PR6U6TV77At02t2cEszbdkUWHcwEBwKG8TP5SVC91zEYlERN8HPtz6Rs4l3B9Ep4bh8flkEmkxKhQAKgS1teIxKv/O9/S3VlD0kqras/fyHtq9FAAGDkgOXNActNC3p/3nNWdwQuTRv/fhv91rDIXc/JLq4QjBiT7erhrdPortwt3HTn91stTyaQHtpkGo2n7wX+EYun78xwY9z05YpBlsxkTGpgaF5FXXG6RMjSt5Oyp47x5bkQCweoYwkLLjeCwfAzDDQZTRLC/j4e7j4d7amybwn47aSOtSBlCA3wICOLKur92qRLWU8lkS1CTOU+P79raOekdyFVaLovR07XojdQqjB//U33kriwmkjt8ZLAH1wUQENRp/j7D75/iTXQkxy0qani3X29f0PRsjy9atIhCoSxYsODVV189ePDg5MmTAaC+vl4gEOzatcuaLD09Xa/XUygUW2GB1dR88uTJhw8fjouLO3z4sDWy47Zt27KzswMDAy2CCaFQ2J2/a968ebYfhw0bNnDgQIFAwOPxmMzGOTYsLMzqdgEAfv31V7vrprlYLNa6deuaeworPow3ZsDdvKL4OP+Wq4fjeF6hIHzpLBK7/V3feceAJ1TiaRxfu429BkN1TZwyeJFoFp+LBARZ5hX9XOX1PcW5012HOCx2XUP5IAa3H71Rb5NLJL/sFqBATYeVouakDG2vSc9SxRcTfD39nhvTxvSY0aTILx8yuR8AhIV5ZV94ICRHcXGxXC4HgOrq6uTk5LKyMi8vr9LS0uTkZF9fpyemR55um9vnpXvtyZMePFri5c2sr1Nzicgbgx6BKM59EucS7nGgRtTg68WzlSiFBviW8Gss15HBjhcAGIodP39dLFOgZhTFMLW2I77JdQbjrqOnl8x91hqfcnj/pJWbd527nmfrLqG0SvDLvmPePO77855zaJfh6X7fsILDYuj0xvZWsuVGcFg+kUiYNHLQqi1/DE6JHZwcF+TnnKY6k1akDHKl+vsd+z+wkTmptbrfjh//+PWXurhiTnoRnm4t2VE/tmy4VPfJyar4GN4LM2KpZKL1vq8Xw8vd5fS5qtHDgux0sa/dqhPUa7Mi2mE73SP0bI8jCAIABAJhxYoVs2fPjo6OjoqK8vDwCAgIWLRokTVZUVGRdXPelKFDh65fv16n0128eHHBggUAkJeXd/78+c2bN1vKz87O7mYpQ1MoFEpwcHBX54r/8b/n+88uK60LC2/29YljeG5eNSkqOPjNtsZBfABXNiAIdIZerg5HSU2sEH6Xt+LKJJBMf50Xsj77ZAbX12Fc+Js6RaFB3c+vHX96HatJN2M0mIvL6gec/hGasftoCoFCZgR6CWokvv7uNdUSdsIDRzdGo7FlTx9OHmm6bW4nE5HTc2MPFUjviLSx0T6TY7kOxe5OugHnEu5xAMMwi0m7FTKJiGKNxowUCrlpFrVGt+yHbcnRYeGBvgQCwYyiF3PyO/BoQb2ETqVaRQwAQCAg8REhZdVCq5Th8JlLJy/efHrssIx+Cc2Vg9i8xazeUtpVyZYbwWH5ADBh+IDkmPBz1/O+274v1N/n1eeetCvESYdpRYc2p7B0UHKsrd+O2LAgnd4oU6q7uGIPgOOg0xu0PffvMbdqq6pr6Okq9C7MGP76wYpVF4XPTIke0M/XVsRgYUxmoEJl3HO4uLJWZUYxDMNFYs3RkxUFxZLYKPdBP+blCBzE5Os99JIed3d3X7Zs2QcffKBSqRITE8vKysrLyy1f5efnr1q1ikBodgYjEokZGRkrVqxIT0+nUCgAoFareTye5TWDYdihQ4e651f0OCQOc8Cp9bV6LOdWlV7vYAOpUmgvXS2Tenuk7F6BNN+kLYHjwO0cdeiRDN4+pfD2PSeL1SbdV+KSv5QiFwJRiZlbcP/wHMcvMiTki1NHHH77Gi/kmlb2fUO5JfQDDnBG3bBbXvsk+74xIINAFKE2Pqs7WpPuJDe/xn/WE+yEsHblSvnj/0rqNX8duiHESQlbltp+FR8fn5aWlpaW1qnVdNJb6M65nYDAlDjuR6P8p8a7O0UMPUgveaE76VJ4bux6icx2tyJqkLm3GMThTimf58Z5cdLogcmx6YnREc3oO7QKlUzS6vUY9sBbUa3VUe+51tp/8vzN/JJPF8xsQcTQKZXsQCNY8PV0nzEhc8W7r0jkymt5Re2tpJPmaEWXAcMwMsl+B0WjUgzde9axesvvheVV3flEJ7ZEBth75XicwXB45n/FZTrsqUmRlCbyBQsUMnHahPA7xdKLV2vFEj2G41wOLTrCbUxmEJlE8PFijt1a8NfsmH7+vdTBTO/p8dTU1ClTpnzyySdr165dvnz5Rx99FBwcjCCIUChcvnx5y3knTZr09NNPN/piAOjXr9+ePXvee+89NpstEonGjRv366+/XrhwYcgQxzr2fQl6gNeQyz+XfLH17E8HeF6uPDaVRqfiOK7VGOsVWpVKF/HpXL9XniTZuNssqNMeL5aXywxKAxbAIaf6MrIiXFnUZgT8GAZRIXAx5+GrutgzQiNCX6nOYRFIZsCNODae5bU1IGVFfcl3DeUXtNJ1vo6XKQQa9dMPP33uhRcOElmT2fYDOJ3u+oV3zNfi0u2yajcSRY2aqQTCC27+89yDrWkyGbwNDRV/yGpHMXn/9YzocE26DX55vc7FJfWLV9ubkZ0UMbxoj1Grp/Rdj3dOHNJ75nYn3Yaz0x8HwoP8AEGOn78+LqM/AFSLxJdy8t+cObWFLCwXukyh0ukNdBrVbEYPnbpouU+lUhQqjcWjpO11c/h58biu7F1HzzwzbjiFTAKAu+VVF27eeeP5yQCgUGlOXsz5/M2XGXSqdfOIIAiF7EC9ou2VZDFd8ksrcfwBNb4ONEJBaeWNgpKpWUMZdBqCWKxu21IvJ22iFSlDWKDvxt8Pjx6cxnShW+4U82vkSpUnt1u9YWG9oM+9PXogJm0voYAvSAwL6Ola9BY+PlFVIDdOmhjR8uEMQkASot0Tot2bfhUazEGIwVO2F115PcGP0xvdMvVgj+/cudPuzsyZM2fOnAkA0dHRO3bsqKqqolKp3t7eVuW33bt3WxO7urpu3brVck2n06OioqxRJMhk8tq1a4VCodFoDAwMRBBk1KhRj49POyKDFr3ijbDFL9X9fUl29mZ9pQghE+nJfiFZA3ij+hPp1Nyyakunn6tQvnuUL1CbgwPZTDaVwiZWa0yHz9fN/bN8brrXByP8OLQmsgYqBVJjW5YyDGZwr0cMb7WeNISw0ie23mzgG7UkhBBJZTAJJABY6RNba9JxiY1/L/O4QfO4QQ/kjA4NMCHnw4ZaPiXQ2HaPG8vyHMHkFRrUGszMI1KDKHTqgxEol3hGTGB5GQGLpDLbWJPpHN/pHAfeCtb4xrf6Sx8SpUJbwhcPufwzgdqmtVpT7grFdn/m06ZNs15PmDABAEpLSxEEsVw76QM43+aPIc5O76tQyGTSvbBKJCJxwfOTf9p95PTlHBqVIlOoJo0abIk3SSaTyY5MAGLDg2PCApd8vdmD6ypTqjP6xVMpFADISIv/cefBd2Y9HRHkZ3vtqAIkCpmMIMjCF6bsPHLq3ZUbeK5srd6A4fjzT4yKDQ8CAIVaYzKblny92TYjgiAfv/6irZGFXSVJJKLFc2RzlewXH3XqUs6Srzctf2s2lUKmkEkkIrHtjWAtPzzI90ru3fe++smVzVSqtZHBfv0TIjvaIU7sQc6dyx46NKOFFAdPXfjnwo3wID8XOk0iUwjF0nnTJ8ZHhnRiJQrLKn/YeejV+fd9PQRyGGyblROOg95g6FlJA41CcRiUxUm7+Ouvv/h8vt1NCoXyyiuvNE28a9euSZMmMRgOvBYdPHgwOTk5KCio6VdtpwOFHMiXvn6Y/8yUaHrTjVY7uX5LpKxVXn49oXuGFYqiKpXK1bVnXEJgOJwolh8vkZdIDC5kQrwXfWocN97bpeueiOP46tWr4+LiJk6c2IHsRhQ/VSrfly+9VKWWaEwqPcqhE/1daWMjOFNiual+fdOTFo7Dl2dq118WDRzgFxXqZueUQKMxXbkukNWr/5odG8Frcgau08PcjzsxpGW7mTcdauvh6L89VoFuxGxGz50vjvzmHb9ns7r0Qdu2bZsxY8bjI4xz4sTJI4RFNx7DMBRFLT5ltFqtwWDogMOjRxEziiKAEG3iN+M41DVITSjq5e5qVRYwGI2WnblD1BqdTKXmslkMF5rBaKJSyACg0epd6FTLWY7ttR1Gk4lMIlm/Umt1UoWKTqO6c9jt3THZVRJFMRzHSfe06R1WEsdBo9UxGXS77G1pBLvydXqDTKnmsBh9OGzi9evXiUQik8lkMBh0Op1KpVIoFBKJZDE9dti/d+rl1uuft+6cPW18Qnu2/4WFBa3oMgDA5FFDhqTGV9SINFqdW2J0ZEiAQ9egXQqCgF1gVSfdyfWiin5RnSNXOnHiBJvNTkpKsr1JuhfqJjs7m0ajpaenWz7u3bt31KhRDqUM58+f9/HxeUgpQ3sLMaL4O0crR2UGPbyIAQD6JXvvr1b+L0f8UmqXh5xYv359bW2tp6cnn8+fPXt2crKDgEa2PEyPNzQ0/Pnnn/Pnz7feyRFoZv5RaiAgAcGu3CBXoxk7KdH9sLVgeAh709RQV1rrs1B7MRgMc+bMSUlJGT/ePg6OTGcoFUs9WYygZhxi4Tj8kdvwwfFqGp0cEMRJHxrIYFBoFIJOj8qVhrM1yp93FEVwaV+PD0zrrQYvHeN6UcUJAWXrrYZpU6KYLg6OxxkM8sjhQQV3JSM35199I8GH3eRFkBQNNwu6o65NoZChfwLsWd2x3DICuYzMVBAoSoRExVEGjvqjuiCzhtQL1Ogccvt2tcfUzIcUMVwtr3FluUTw3BwuLyxY1Iic9Bk68W3eZzCa0VKJzIPh4sHsQsF3D+Ls9L5KUyeFCOJA87oFEQMAMBl0y0YdAKj3nEQybIzpGM0b1tlZPTBd6FbN9/ZiV0lb0UlzlUQQsLl5P3tbGsGufDqN6txmdgVtWt+zGC7Bfl4WkaFKrdEbjG7sPrW8dtIynft+sljaO/zqzp07LBbLKmVogdWrO7ideJhCNlwWcVxpft6dNvgHDfD74HjFtAR3F3KHXO61jdzcXJPJtGLFCgAwGAyLFi1av359y1kepscxDNPp7scZyq5QPv2/4oxBARFhD6hRpKf6XL4mGPRD3sXXE9zonSxooFKpVncMdtSrNCiON2i0DqUMGiP24h8leRLD0GGBdh3NZBCYDLK/D3Ngmk9+kXT8b3cXZ/guHtZ3YvsZqLx1l4qbEzFYiY121+hNz+4qOTs/7oEvaFSYMrrHpAzD+kNxBciUbc9RR6QdcPE7xvG/TOHqEYKHC5FKIVIpRDOGm42YTGtWGrFwRD9aKZioqRmmayBAb5E4FBbWGtxdU9a+87AFkYhSrd6AojRS50v6nPROnLvNpigNRqXeiADSV6UMzk534sRJj9D62mLHoZPnrufSaVTCveMOMpm8/K3ZFg8fTh4HbhRVpHX9W6qoqKi2tpZOp1+8eHHw4MHW+wUFBVeuXHFxcRkxYoSnZ6MR1927d319fdlsNgAolcozZ86IxWJfX9/MzEwXFxfbvIGBgUaj8d9//5XL5dHR0YMGDbIe3NkWolKp/v33X7FYzOPxRo4c2TREohnDV56pnTgxHDoPb0+Gu7vLjpvieQO6MEIviqLWn0ylUt99913LdW5u7t69eykUSkJCwuTJk6urq69du8bn8/V6PUaifvTfRXYJAOD27dv79u2jUCgpKSn19fWzZs0CgNOnT1+6dAnDsIiIiGeffdb20RKt+dmdJVkjgwN8WXa1IpEIQwf5X7xS+/KeskMzo7ru5zcBb/zfBJUBHfZTPtWNPnVSZAvKfggBiY9xDw5kbzxRViHT/zg5tMuq2q28vr9kYLpfyyIGC/0Svf7YJzt6VzYx2sZBD4JAoA+EB0Jpt3vqJRJh0gj4fnsbk5+leXzlkXCZ4hYWwPYNdZ/my2IyHPxqFMVEYt31mpB9xWKDWj9fUbpAXuyGmTq16u2mrFRUr8cGn/6mw+4YrDQ6POotwhMn3UH3vM0fLfDmXwp9A2enO3HipEdo5QS1sKyyhF/z9ZJXv136xtoPXrf8++q9uU4Rw2NFamRwNzyloqKirq5OIBDcunXLenPHjh3btm3jcDgSiWTmzJmlpaWW+xs3biwpKQGAgoKC6dOn8/l8T0/PgoKCGTNmVFZWWrOvX79+37597777rsFgoFAo69evf/vtt81ms10hxcXFL7zwQnV1tbu7e0VFxfPPP9/QYB/56WSJgs2m8tw6qAzWHFHR7r/eFHdumXYkJyebTKYlS5bs27evuro6NDQUABoaGnbt2vXpp59+9NFHdXV1ubm5KpXqwIEDCxYsWLp0qasLNTs72y6BUqncsmXLBx988OGHH5JIpGPHjgGAVCo9e/bshx9++PHHH5eVldm12+psQUgwp6mIwcqA/r43hJrLVaoubYG2gOHw7K4SujsjMyOwLfaETAZ58pMRf5epvr8g7IbqdTXFYl2dFosMa5NbX4SAJCZ6bbpab/8FhQyvPAPNq993FeMzoFrUFunGLYrr0KCxL4ZkEkcmz345ZdTYiJgIrkMRAwAQiQQ/b8aAfr7PPJ807pnEIykDI4KfXM6NMyBdqHnUMrXVEr5Akf7POjLXsb1PuyB0f0856Wm6523upFfh7HQnTpz0CK0IC6qF4vTEaBajb2qROWkjeeU1neig+OrVq1qt1vbOsGHD/P39x40bV15ezmKxXnrpvh9QvV6/cuVKyzWLxfr9998/+ugj67c4jn/xxRdLliwZMWKE5U5oaOiyZct++eUXa5oDBw5s27bNopswY8aMuXPn7tu3b/r06bYV+OmnnxYuXJiV1WjkjGHY6dOn7dL8XSwPCOp814lB/uwTp/hyvbkr3BNYQBBk8eLFSqXy5s2bmzZtolAoH3/8cXZ2dlRUlEWgExgYeO7cuREjRmRmZlIoFACgsrl79+5NTU21TSCVSrOysmg0GgCMGTPmjz/+AAA3N7cPP/ywuLiYz+eXlpZKpVJbB5N/3JaMzmrpCIVIQKKjeLtuSwYGNiuJ6B5+uiIqU5kmTQxuexYKiThhTOgXB4rGRbpGenSy+KmbOVEiDwpkt33XGRrI/u1CtV0QKUAQ8OZBZjqcudIFdWwGnhtMGgkff9dyKiNC+ICXvN01JH1w0JAoXnv31zw3+ojRYWkq495/mduEof8TXEg3SDte5w5RL5IXlNYNOruRHtA5qk+9IXiTk26mc9/mTh4JnJ3upPsxo2hTtxFmM2p1uPhQhXdSOU66mlbOZFzoNI1O3z1V6c0UVVQfOn1RrdG1nrQvEhPk04ml6fV69YNYlQua8tRTT92vRkyMSCSy/fbu3bsmk8kqYgCAyZMnV1VVSaX3NwDTpk2zmj+QyeSZM2eeP3/e7inz588fPvx+0Duz2Vxfb39Oe6FS5evV+ZEFiATE35Nxo0bT6SVbsWz+2Wx2Zmbm8uXL9Xp9VVWVWq3GMEylUqlUKhqNZpGwkO858vHzcGuawGQykWzsty3ihurq6qVLl969e5fL5aalpdk+V2vCJBqjO7eV7beXh8stYRf+/LagNqLLT9UOHuTfXq/ILCYlOdFz8bFutxHobCqkBjanHYISGo1EIIJE2+Qvl0qBl6eAT5c7NG2ESIAFL8DhM1AnaSFVDcllcODYU5Hxzz2fHB/dbhGDFTaLMv7J6KSsmCcCRn7v2q3BrkRC+e07Nf0PrWFGPZTLW1ucugyPIZ37NnfySODsdCfdz2/7T1y6Ze+nadn6bXUNsocv/GHKyS+trBLar/Av3SqQK9WW68u3CiRyex9PV3PvyhQ9r3X7yNHK8Wn/hKhVW3Ju5JdEBPlaNxhEAsHq4bMpao3O6vMTRbFreXcFYgmDTouPCPHz4nVWvbsHpVp74ead7Gu5ogYpAFDIpHEZrTsm7HuUC8RRgZ32lho2bFhz3h+bwuXe9xNLIpEw7IE4eTU1NRb9fytEIjEgIKCmpsaaMTz8AU8KgYGBdqIKAAgLCzt+/Pj169crKyvlcjmBQBg2bJhdmvIG/VDXLvFAy3alFYt1o8I5XVE4AJSVlZ09e3bOnDmWjxiGUanUmJiYvLy8zMxMALh586ZQKPTwuL8zFMtVMTExAGCbIC4ubsuWLRMmTACA8vJyoVAIANnZ2TNmzOjfvz8A7N271/a5GiNKJbcubCaTiWoj2jk/taPsyZV4eTE8eR1R2kqM8/htZ3613BDQNcOje1CZUFI77fypZJLWhDp4iVDIsGQufLAWukFC/dwToNPDkX9bSHKXzB7jPyK6f2Bqsg90xrY6PMTVa0b82kNEPpm5RpyDdL1Bd3VVQ1F5Q/qJdZyUzhRtYBjeKQ3i5BGic9/mTh4JnJ3upL389MeRqWMyPNw6vi41mkwGo70bI4PRaGz+WLFVrOqTD1POpZx8nhsn0MfT9ubf2VcpZFJaXCQAHDt/Pft63uI5M2zl8P9cvAEA6YnRHa37Y0orUobyakFtnWTz7iO2N6kU8ur/vurQNYNao1u5edcXb/8HAExm8/9t+B+TQY8KDpAp1Ku2/DF9fOaQ1LimuXobOI7nl1aevXo7p7AERTEAQBCIiwhJT4zp6ar1DL68NllrdwUthFgDABzH9Xr7nYxer8dtNIENBoPtt1qtlk5/4MwWw7BXX301JCRk2rRpAQEBbDZ79+7ddXV1tmnMGK4zobSuMWqg0EhiTRe6lMvKyvr888+/+OKLoKCgioqKiIgILy8vLy+v7Ozs1atXs1isqqqqTz/9tKyszJrFjcUI6t//xo0btgmoVGpYWNjHH3/s7+8vFAr9/f0BYOjQod9++21+fr5UKmUwGMeOHbM6gHR3IeuNqNGEUlqUNSiU+gBOD+/Pd+dJgkM6OMhJREJoEOdQoeyNQd6dW6vuxI9NLZYZ254ex0GpNXkxHQkmEAS4bPhgHnz+A5i7Un40fhgkRcNn66F5zf8SMmtkwKj0zLDoCPu4Vg8Di0l56um4IweJJoSwrv56J5bclLLS+kqxetC5nxjh/p1bMoIgeF/2eefEAT1mMeKYAAAgAElEQVT4NnfSUzg73Ul7iQjyc+llkR3PXr1dL5U/M25460kfmpLKmtOXc0YNSumGZ/VtWtk1xYQFbfzs7bYXh2IYeu+0+ezVXD8v3tzpEy0fRwxIXrFp58CkGLsgpb0KmVJ9/npe9vXcBpnCcseNwxqaFj+sXyLvIUR6jzpSpZrVfLzcHiQqKmrNmjUmk8mq6i+VSgUCQVhYmDXNjRs3bBUTcnJy7NQfiouLJRLJ5s2brXeaun40mHEysatO/QhE0Jm6cK1PIBCWLVsmk8lkMtm0adOsMTgWLVqk0+k0Gg2PxwOA2NjY2NhYy1dJ/QYEefMyMzNtE6jV6kGDBk2aNEmn0zGZzM8//xwAgoODV61aJZfLLeE/tFqti4vL22+/DQAEBIaEcsr5ipY3eFVVilfjengNdKVSPXNQYIez+/oyT5YpHmkpQz8/xh+FNW1PL6zXBHGpVFIzkzmZDIE+8ME8WLUVDO0QXrQdfFwGjMtAPv8B1Nrm0tQRaVn+I/plBHeuiMEClUKaODnmwF7M36xdIu2S+J04jufn18gI5CFXtlK9Ov8n9Gm3+k4c02vf5k66DmenO7GloLSSRCJGBrckth45sNdtsDU6vVZnaD1dZzA8PXnfP+cSo0I8uJ3vju2xogtDRVQKRLa6JV48N3dXtlgq9/boitXSQ4Fh+O2isuxrublFZRiGAwCRSEiODhvWPyk+IqS9ptp9D0Z3STSJRCKKtuPwMygoKCYmZuPGjQsXLgQAFEW//vrr8ePH28ah/OuvvzIzM1NSUgCgvLx8586dX3/9tW0hbDZbrVZrNBoGgwEABQUF+/btmzRpkm0aFzLBaMbsfd11EqgJZ7G73I2Nm5ubm5v9Zp5Op9tpdliw9rhtAgqF8uOPP2ZlZdHp9CNHjlh1FigUijXCqG0YUQB4b6jPfw5UhIW4kpvZjtaJNSKh5rkXIjr6szoBrQkzY9jDKKqwmNRiZQ8HOHxIRoZx6naXqtRGFpPSlvQlJdJnEtxbSkGlQEQwfP4mrNwEMnsTx4eCSICXp+DpSRcyX/MlQ1iYp8NUGCAv+g4OSfSLje4qJxFUCvGJyTFr/jAP1IqH6zs5Uoxeb7x5q4oUGTRozwoSu/M9woBFl8HpAPIxo9ve5k56D85Of4TYtPvoiAHJf529IpYpPl84y2A07jmWnVdcDgARwf5Pjx3G5bAAQK3R7TmeXVDKRzE8KsT/mXHDuRyWRqffd+JcXnGF0WQO8PGYmpUR4u8NAA0yxZ5j2eXVAkCQED9vgVgybUyG5VnpCVF/Z1+tk8rdXdlZg1IHJjceNW38/fDzT4xUaXR7j2db/QQTEGTG+ExvD65Ob2haK7lSvfvY2aKKagKBMCg5FsUcv1z4NaJdR07X1je4spijB6dmpCUAwP6T5yOD/OMigi1pcBz/fvv+OdPGWw3wL9zMv5hTYDCZvt++/+UpYwCgoka44+A/TWvusG7t7YW48CCz2fzLvuN2dhNO2kvrC2uVRnvuel6DXGldjlBIpGfGD2/qO7QJCIHwwNYCx6G3WYGKZYpz13LP3cizuv3w9uAO65c4JDWezXRG1mjE1J6df6usXbt23bp1djd37tzp5eUVExOzcuXKgoKCzz77zOHutymff/75Z5999vzzzwcGBpaWliYmJi5atMg2wTvvvLNu3ToGg0EikYqKit56662EhATbBL6+vs8888zzzz8fHR0tFou5XO7ixYu///77oKCgyZMnW9IgCHCZFI3W1FzQu4dBpzX6h3bJLqLDOOxxCoWyatWqO3fuKBSKJUuWuLu3uMkEAIDREZyRwayTZyqzRgSRmggaZArDsZP8DVNCWNTu8xVMQAgAQLCZiSQaE5P+UN1Kp5MatI+2lIFOJsxJ5Z68KhgzMrjVxFK5vqxCvuCp5FbSkUng7wVrlsB32+H23U6pJ/DcYNFs8OYRaNR+h9fkPP2+9GZFUlwAhWr/LvvWNara03tyeidbGdjBYJBHjY144S9zAf8oG+u0MdBQr7iVWxP4+rSIT+cghK7T/sOhNas0J32Mzn2b9w0QQAB6IAJvt+Hs9EeIEn5NSWXtxGHpcZEhBAKyde/fZDJp8ZwZZBLx9OVb3/7257IFLxMIyPc79nM5rMVzptNp1HPX83YeOb3ghcnrdxxgMejvznqaRqNcyy1a88ueTxfMdOewv9++Pz4i5IUnR+oNpl1HTwf5eqXEhFueVVvXMHvqWC8el18r2rDzEI/rGh7oCwDF/Fq1Vs9zY48cmGLZ/eUUlBaUVXJYDABwVKuZ323b58VzW/LKDDKJdPzC9dt3y+LvSQ1sOXr2ykuTs4J8PIsra3/bf9yFRkuLi2AxXI6du2aVMtwp4QvFUoaNAk5UiH9RRbVCpR45MIXFoAPAqUs5DmveXIu1tyNmjM/8ZN1vZ67k9EK1jkeIVqQMOoPxs/XbkqLDMBQTy+SJUaHnrueFBfgSCY53BQiCaLT6S7cKgny9okL8c4vKEiIb49jV1jUo1RpPbq8wDzOjaE5B6dlrtwtK+RbhCYVM7p8QOax/UstKRI8n6IM+Fx+Gb7/9toVvhw0bFhYWhmGYRcTw559/2n6bnJz8448/2pXDZrPXrFkjlUrFYrGPjw+bbR9GPiAg4OeffxYIBGq1Ojg42BKp0a6QuXPnzpgxQyQS8Xg8i9vIgQMH2h3LR3vS6yVaJqPzDWekUl20p2+nF/swNNfjBAIhMTGxXUX99FTIK/vK9x4oSu/vGxTAJhIQANDp0cLihpzbdasnBE2J61blJl8OU2syedscDrszyGrdQ+0PtTqzu0sX6oV1D6+kuv71R/WtO+Lk+JYO/w1G87F/yldNCOQx2vCTCQSg0+CdlyGvGLb+CU38NrcDIhGezISnsoBEBAIBAOj+noPOby5Z/vO5DX+mJAVyeffPK4RE2kr3uKeyIpCu10QL8mOVh7p/ok78tv7Gw5eG43hJaV11nSp1/1fcoUkPX2ALcMhkFzqN6owH9jjRiW/zPoMrnerFYrj3XZsCZ6c/WowckJw5IBkAhGJJabVg9eJ5ZBIJAKaOybiSW1hRKyIRCEKxdNHsp6kUCgBMGD4AAKqE9TUi8er/zqdRKQCQNSSttKr2/I28AYkxMoXqmXHDEQTYTJgxPnP5hv9Zn/XkiEHBft4AEBMamBoXkVdcbtmrW6BSKJZNnFim+PnPYwtfnEKnUR3W6tTlHIlc+f685yzBAZ6dMIJf+4B3MysvTxkTExYIAKmx4XUN0uxrt9PiIoakxO3/54KoQerN4wLA2au3h6cn2krAeW4cb54bkUCwSi4c1ry5FgsLaLf3UzqNOnNy1sbfDydEhT6MF8zHnFaWiTfzSyJDAl6anHXldiGlmjR2aP8hqfGf/7DdjJrJJAd52UyXmVPGlFcLzl/PE9RLFGrN8P5J/t4e/BrR9zv2vzRpdI9bH4jE0rPXci/cvKPSNFrzBvt5D+ufODA5lk5tk6rwY0h3qtv5+fl1IBeXy7WNRtEUX99WtvFsNttWQsHh2M8pI0LY/4jUoYGdPNfo9WaJwpDi27t0GTqxx6kkwvbp4UcKZV/+W3vidIUri4qimFpnHhPldv7V+CiPdkRP7BQYFHKS7wM69i5kApEAeoOZ1uQ8vI2oNUY/9iOvkurBoh2dFZO5Kd9gMPdP8XY4V0tk+mP/lL+Q6D4rzbGdgmOoFEiOhm8/gHPX4cApkMjbVzMKGYb3h2fGAZkED4Y3QkjEyM/mug6IuzH78wA/t4gwbyKJAAAfeiTHJni5dZdX0YFDgnfw5W9J74aYHyomq0KuzSsUUKKDM479SOF1+bLGk+nixupdM4+TrsapPN8UEoEQwu3Luwhnpz9aWA87BfVSKpn8d/Y161cIgihUar3B5OvpTqU8sGepETX4evFoNhuZ0ADfEn4NKYVgRjGT2Wzx2a83Gm2jBHq63/c7wGExdHoHfpRQFNv0x5HRg1PDAn2bq1VRebW/t4dtyZxm9MGtRhAAEBboe+bKLQCg06gDk2POXsudMT5TplAVllfNmjq2xUZyXPPmWqzlopojITIkLS7y133H3/vP9I6V4KSVVbVKo+G5ssGiVIkDADBd6FwOSySWBvg4XmX2i4/sF98YbUuqUHGYDACgUMhvvzwtsJksAIDjuEJz34mXwYUK7Qyr1jIms/l6XtHZa7lFFdWWO1wOS6pQubGZny6Y2YkP6pPIVBrnYnRyrNuGX+8O7u/XuVY/JXz5iHBO17mW7Bid3uNPxLg9EeOmNKA1cgOVRAhwpVJ6008eFMSpqlFFhjnWtCJodXH//Yp1u6D+iRGlS15rmkBQq5oZbq9E88ghU2lCfT2vLkiYubts556CxESvsGBXBp0EADgOgjpNSam0vEK2ekLwy2nt93RAIgEJIHMADE8Hfi2cugR5xSBVtJSFRoWoEMhIg37xgOPQ/ELZc8LgYbd3Fi769syJq9GRXhAaeIjp92Jy9znjpNOICXFeX6rjN4uudKwEs8lcVFxXK5RFfDwneMHTXWklcR/nxP4Y4uz0xxBnpz9aUO7t1XV6A5FIoFLu79RGD06NDg28mV9CbmK0jmGYnSU7mUREMczT3c3Hg7th16ERA5INRtPhM5eGpsVb09jqCyDNrG73nzxPIZMnDh/QQq1wHL9TwrfL6KC4Bw2TyCSS1enDqIEpX23+/anRQ7Ov5/WLj2S6tHIE5bDmzbWYbUYCAcEcOSQiOnrtPjtxxCff/3rmSk7LlXHSHK0sZfy9PfNKKjAM43JYArEEAHAcb5ApmIw2+SzgcliWiBK+nu52IoYDJy/M/mCV5d+qLX9odfotm3ZY//33/9ZZvjpw8sL1uxUAcLOYj2H4nfIavdFUXC1SaHRVdZI6qaJepqyqkyg1uuJqkcFoyiuvwXD8ZhEfACwZ/7lye/vBfxYuX7dp99GiimoikRAfGTrnmYnv/GcGAGA4XlQlNJjMuWXVGIbfKKoAgGt3ywEgp7jSjKJ3ymt0BmNJTZ1cpampl4qkCrFcxRc1qLT6oiqh0WTOLavGcfxGEd+SEQfIKak0o1h+RY1WbyytqZOpNDViqUiiaJCrKoRitU5/t0poMJlvl1ZhOH793hNxgFslVWYULeDXavXGstp6mUpTK5YJJfIGhapCIFbrDHcrBfeeCJaqWn7jrZJKkxkt4Ndq9IZyQb1UqakVywQNMolCXS6o1+gMhZUCk9l8q6QKx3FLlut3K3Acv1VSZTKbCysFGp2hXCCWKtWCBlmtWCZVasoF9Rq9oZAvMJnRBqXa+ixLxtulVUaT+W6lQK0zVAjEDQqVoEFeK5bKVJqy2nqt3ljArzWj6K2SKtyasagCw/HbpVUGk/lulVCl1VcIxQ1ylUiiqLFmNBjz+bVmFMspqcTvdcSNIj6O47ll1UaTuahKqNLq+UKxWK4SSRU19VK5SlNSU6czGPMras0omlNcCfczVrz55pt6hGq4l7FS1CCWq+qkiup6qVytLakW6YymOxU1KIZZMjYOtiI+huN55TUGo6m4WqTU6KrqJN401MOFVFbZzmPYFsFxuJNXPz/dK6e4EkUx62BTqLVVdRKRVFEvU1beG2x2o9RSVftRqtZW10tEksZRqtTo7lYJDSZTW0Zpdb3UMtj4wgY2g97yKM2vqNXqDaW1ddL7o1RdIRSrdYbC5kcpnQigk3kzkGqRWKpU1zbIBBL5g6MUvV3qcJSiBfxatc0oFTTIJEp1mc0ovVVa5XCUFvIFap2+QiiWKNXNjdJp8dyycmlz3RS4dXdkSfGoZP/gI6fcbGTkFlAUK6+UB1M11lF6t1JgP0rV2tLaB0apzfCuwDA8r6zaOkr5ogaxXGk/SsubjNJiPobjuWXVeptRWi9T1smU1fUShVpbXC3SWzKi2M1i/gMZ78+lQoVGa8lIJhIrRQ0UMH03mrN1ShAIGn7fU/Djz7d++d+ddVty8q7WpNEM+W8npbkZrKO0ul5SJ1PajlK90ZRbVo3huO0T749SDCutl2oDfPTPPYGvfR/fsAxbOh9/4QmYOBxGDoTh/WHsUJg2Bt6dhX69BDYv182fgQ5MKqqTaAEprbUM7/ujVKXVW6dEspeb+ZPZqftWFtZrPtW6R0e6d1gzpWMkJvv86eKvJHREOC4UyE6dKdDFhYf+u4E9a4JQpqxtkEmVartRCvfa80ZRBY5Dblm10WwutEzCQnGDQi2UyGvEUqlKU1pbp9UbGgebzVxqmYSto5TlQucLGxoUKqFEXm0/Su0m4QoMw3PLqg0m090qoVKjs4xSkURRXS+Rq7UlNXWtjlLrJGw3SnUGo4NRWsRHMSyvvNo6Si0ZLW98hUZbXC3UG0155dUYhtsNb8tc2rhUeHCUWpYKzY1SFMPulNfojKaSapFlsNVJFWK50mYuNec9uFTA7w3v/IpancFoO0rFchVfKLYdpY4mYTSfX6s1NL7xa8RS61yq0urvVgmNZvu5tOlSQapU14qlgga5RGmZhPWFfIHRZLabSwHgVmmVhyu7kC/Q6A1lgnrJvblUqlSXC8RqnaGAX2syo02XCrdLq0xm1DKXlgvqJQq1QCK3jlKN3pqx0sEoNdmP0lqxzG6UWpYKDkZplVCt09uOUplKU1pTp9Ub8ytqmlsqPDhKVQ+MUoPxTnmNdalgN0ptlwr1MqVIqqiqkyhsMqKo/VLBZpSKlBrdg6NUZ52Em47SBxa0am0bF7SNo7Si6ShV2S4V7Eapj7ur7Si1X9AKxa0vaB8cpdYFre0otS4VHI5SmUpjGaV2C1qHo9Qy2OwWtA+O0gcWtDfvdb0JRUtq6hweyD+K8NzYZjM6Zki/sUP7W/5lDU5zoVHd3dh1Urmd716eG7teIrO9KWqQubtxBPUSlVYX4u9z6nLOtbyirMFpT40e0vY65JdWXriZP/eZCdZdvcNaBfh41jXIbGukUGk4bKZdaWymi1J1X+NPKJZYXTP6err7efEu3y44dz1v5IAOukJorsVs03CYTGsYQQtmMypVqDzdHZwzudCoMydn/XnivLL5aFaPCjqDSdAgkys19TKVQCKTqTTlArHWcH8utd2YW/6t+WaT9Z++Q/HCkHPnsocOzWjuaxyHH3ceSI6JGJwS+9n6bRwWQ6vTs5iMN196qoUsVgGT3mD8O/sqv1aEIEhcePDIgSkOw1gWllV+u33/gFH3ww0OiQyOerjAXQaj8Uru3bNXb5dXCy13/Lx4w/onDk6Js0jIDEbjq59+68Zmrv3g9Yd50ONAAb82Nrgjhgx9jBPF8jkHKp57OqazDH8KiqTSCun5V+M6pbRO5HHrcbURjVx9a/y4UA93B/LTiM+/H5pzMyra9/wN/pWFc8RPjrL9NievniLVHH45umnGRwuHna42oko96skkk7rU2M1sBhQDHAcSEQhEeIhnYUZz0BdXx06J5XG72xjn+JG7b+aem62qaHuWeqG8pFKCu7HjNy91TevuIfS4/Zk7AWenP5b04U63bKoxDENR1Gg0Go1GrVZrMBiCg4N7umodZPGqn96cOTXA2wMAzCj6wdqtg1Nip4wagiCIUq05c+X2xMwBgMP7a7aMzeiXNTgNAIRiyZ0S/ogByR+s3TpqYMq4jP4AUC0Sr9r8+5szp7IY9FVbdk8aMdCFTkMQhM10CQ3wsdi82z4LAA6cvKDVG55/YiQAvLty43v/eYbpQlu2fvuzEzKToi0B4BEqheywVmOH9vvo218mDE+3+EosLKvasOvQF2//x86P/oGTF8prhAtemEwhk1Ua7eqtuzP6JVh+BQBcyyv67cAJHw/uh6++0LRlzt3Iu3yr8L3/TEeQZmveXIvZanlUi8Qrfto55+nxaXGRAPD/7J13fFTF9sDnbq/ZTe+994QkhBAIEAi9F0EfIiBNBQWfPnwqYuEh/hQBUUBQQWlK711KQgkkQApJSO9tk8323n5/XF2X3SSbupvszvfDh8/d2TMz596T2XvvmZlzZHLF8St3SqrqPl29CE1Z8On3v80YOxwNkIny04nLmTmFr05Pw2ARNCnGYCQ7OxuLxdJoNCqVSiaTiUQigUDA4XDoWbcbB/qXjCfa4/y7mUvnTNIGW+wKRUWFRmZ7EAS89a+Z6PEHK15+XFCKx2FRw3TEV/uOzp882tfDVa1Wb/7xSJCPR1pyvEyu+PPBk2Y2Z+H0cV3Xr2dU1jXeeZSXmVskk8sBAEQCITEqJCUhyt9rYAXYG0QEeZpu7fFAZnwQM9CW+KyIHRXu0PvW5ApV1pPGsws7G03mwtosTiNgP0p1//5B/bTJAYYupNqlLxW/fLf8er7Y24OdNkL3K4FI8TSnOX3lgPMT9YB2jU4jYGmE/o8OiO6n6Avy2TIMnWx6FwMAwCfU+USNT1e8DBqNpqmBU1bZqmHQAr95x2XWKNNskdDD2oY5BECjWyXQ6IMIPB6v3Q2Bw2LfWTT75+OX0rPy6VQymytIHhKOvjC/8cr0vX9c+PPBUwIeJ5bIXpo0CofFrn5lxo/HLtzMfEoiEjg8wfSxwwO93dVqdaC3282HOa6OdgAALl/I5grWLZ7j7uyg2xcAAIfDaiPuEfA4HBabkf2MLxTtPXZRK7P2tTkRgT6GWpGIhDdenrb32MXr9x7j8TixRLZs3mTDVH2TRyUeOH31/f/ba8egs9p48RFBY3UyOMSFB/529vqYDhYyxEcE//ng6fpv9n7xzpKONO/kimnxdHFcNHP8wbM3Dpy6SqWQuXyht7vzqgXTtFkRCXgcAf/CssSXp4x5XlHTwuFevZs9JDSQarmRYvscI2sZquqa7mTlvjbrhSAcu4+eWzx7YruxEuuaWn7848IX7ywBADwpLH3wtPCtf/2VC1CuUHyw9acv311GJOivKe2TtQxiqezB04I7WXm1jSy0xN/LLSUhKjEq1LBHANcydIec0pqYQC/jclZAcYskZc+zSRP8XZx6tctRowGXr5ePdCb9MMOvr3TrQ6zQ4iq1ZuqvRUIyKXlYO3M+iFKFZ3Pkzv94l2ou/OE6cd7pcyVvxTt4NN6dP39+Dzrl8XgYDIZO73Yy556hUCiuX7/+/PlzLBYbEhIyduxYHA4HAFAqlU+fPsUznS3A6NvvNh6rFqUke5q+a7FEeehgbkvlKSxoP084AEClUjfWtZVXteDcnAI+W+E8OcmMCfSscJhDoNGtEAs2uuWtZZDJ5XphHQEAXIFQLJE52Nrovv1qNJrGljYMBnGys9XOjmg0oLm1TaFSOdszUeFbD3OeFJa+u3ie9lZz6vpdDk/w+txJen2pVGqNRoPDYTtSw6hWOioxMR27zkViKZvHt7Wh0V/cfV/b1LJ1//Fv3l+J6yDzkUYDRGIJjUruRPNOrpguarWazROIJVJbG7qeN6Tdc5crFAQ8XiKTD95EAQNrLQOLzc1+Vtzcyimrqb94O1NbzhUIK2obSe29twMA2ngCbzdn9LiptS3Q+5/ndQIe7+po19LG9XDpfuSwTimtqruTlZuVXyxXKAEANCp5eGz4qIRoNyf7vu3IarHU+1MPCHYk758XsPRUxZwZwXRqzwOUZmY32AGwfWo3hqspsWyLq9sLSIPFIL+/HDzyx4I792pHJnnorWjQ4LC6LgYAgEKFnD+SPjYicBSlUeTiAgBgsVgtLS2hoaFisRiDwdTW1vr7++NwOKFQSKFQMBiMQCBAHQpayaysLARBEhMT9QT6g9bW1rVr16akpEyaNEmj0aSnpy9evHjXrl02NjYSieS3337buXNnP3VtSu7VCp2c9PeCmgYKGUcjIqV4eohCP2GnRqNpaxXUNfGa6ttsE8LCD65xGBtvFiV1iQn00rQboAtiuVj2b3uPseyBAI0+iGj33Z5JpzHp+vc1BEEMX3MQBLg4vjBHq1AqMQii+zculyva7Ut3S7tRF0O7WrWrkiFUCslwOYBGA05dy5iQHN+RiwEAgCB/pajoRPOOdNMDg8E42jJAeykq2z131FsxeF0M5qJDL4NMoeAJRCKJVKFU8YT/xOqgUcgfrHi5XZ8HAMCeadPYwkaPGTRadX2T9iuNBrRyeFRyn60zEYok954+u/MoD+0RQZCIQJ+R8VFDwgNxBsFXIb0hu7gyPniAvg+bnskhth+Ndv/f2eJJaX7Ojl0Kg6qLWq3JuF8raBXfWRE+0FJLaLFgizfyRdUcLoNMCjW4FzJI2Hurwl/5vfTMhdJhie5uzu0vV9FoQFEJO6vVfQKmYO+sCbt2XV6xYkVeXl5RUVFoaOi+fftsbW1lMll0dPTPP/+8cuXKS5cuTZo0iU6nnzx5cvHixbqSjo6OKpVKT6CfTnzz5s0vvfTS9OnT0Y9hYWEuLi7ff//9hx9+iJZYhtGfN4sTAvtgQ1PPsGMQS/A0XS8DjytubOTUN3AJTnYey+eELEgj9i7kUB/ysLIOj8dHuzthzbeeAmJiLGOY9y0iuaKgqdWFTvWyHfSpgtoFGt2aSY6NePC08JPvfg3y9cBjsTWNrJY27rtL5ppbrxc4f+tBVn4xg05NS44zty6QvqRDL4Oni+PLU1PZXH5RefWILse6cHd2IBEJv1+8NSstOT4i8ErGo8q6Rl8PV4lUduJququjvS2jtzN1Gg0oqqi+8yj3SUGpUqUCANgzbUbERYyMj7JnWuYdwuzA+5Mea4a7+NgSl50sH5rgGh7k0PVJEIFQ/uetqiAG4dobEXTiwPWFWbDF+VIpAIjob1++HnQi9uyikCM5LR9eqaQziF7eTHc3Gp2KJ+JxIomSL5BV1/IrK7leNvizK4beO5Gr0agBAHg8PiAgQKFQlJSUNDU12draTp061dbW9smTJ4Zd6ErGx8cTCISioqL+PWcA2traiouLv/76a91CVEntx/KcR4f3fKdUKsePHz9t2jQAQEVFxZ49e5RKpVKpnDt3bkpKikQi+fnnnx0dHTMzMzuX7O8z6ogGngTWo2EAACAASURBVNyGbrbZBpo9tQpHFQmlbWwBmy9taeLibRnOs1OGLppCDx9we6MQLFauUimUKizepPk4IGbEgn/be4xYoVBrNMIObgoWADS6NUOlkD5569Xy2sbGFrZGo4kM8g3y9dDGXxggeLo6+Xu6hfp7Q4+3hWHk78yeaePh7MjlC5l/5yOpaWQR8Xhnh/YTywMA3n519omrd/7z9T47Jh0BYPOPR5zsmGKpbFh06BsvT++NrlyB8N7jZ3ey8lrauAAALBYTHxGUkhAdEejT0doKSJ/wtKQ6Nsjb3FoMLKaF2t5cHvb6yYrjha2JQ9293I24z6RS5ZPc5qIS9rsj3NaPdu/XgP29x5otjkHAwljHeZH210q4pwo5926xWQK5UKa0o+JdbIgTAhlfzfdP9KIDAJr8/U+cOJGQkAAAOH36dHh4+MyZM1ksFgAAp3MLx2AwCoUCAMDn8w0lDQX6g/Ly8uDgYOyLi7xwONyoUaPQ48ePH8ePGL1t2za5XL5q1aqEhAQXF5cvvvjiq6++cnJykslkS5cuHT58uFKpPHLkyFdffWVUEmemhxiJQkXAm81/hyUSnla2ZRbV2g2PtBs3NGj8UIq3q7mUMUq7OcMhlo01/7ZbLdDoVg6CIAFebgEDOAR+TIi/uVWA9AtGHgS5fOF3h07/d8XL2hKhWPLr1asb3ny1oypEAv5f08a9PCW1mc3hCUQIgjBoVAc7Rm92MVTUNl64nZn7vFytVgMA3JzsR8ZHJQ8J1wscAuknogPgpr52CHemPHgj4kwB+z9XajIRjK+frac7zcGejNPZISYQKRqahLU1vIoa/oJoh+PrYpxpPY/mYDIGo8WfNYlLWiWNfIVCrXGm4X1siQmetB7nXyTiMNPC7KaFdba4PTU1dcmSJX/88QcAgMFgVFZWVlRUVFVV6YnFxMQcPXrU3d29trZWTzIqKurJkyejRo3SFegPZDKZnd0/5/LGG2/I5XIAgEAgOHz4MADA39//1XmzAQAEAiEuLq66utrR0XHt2rVOTk4AAARBSCRSS0sLjUbz9/cfOXKkUUlXVzO8XStUGo0G9FWi2R6AxWOcVs4dO+dDcynQLTAIAh0N1sZg/G2H9BJodAgEYhaMeBmeFpUlxYQ52jG1JWH+3oekcg5faGtjJK6Gq6O9q2PfxF/cdeQsm8sHALg62i+ZPSHQx6NPmoV0kYLKukh/M8RsH/ggCJgVYT8j3P5uFf/ks7ZbD+oq2RIKAYfDYRAE8EVyGhEX50FdFmo79yV/B2rPZ3cbxa0VgnoanhLM8CZh+31B+CCyeItI8U16w+95bBUATvYUMgWHIIhcquTwpFy+fEIw88PR7mHO/eKOpNFox48fR4+nTp0qEAioVOr06dOxWCy6ugoNshAQEODl5aVSqWbOnGkoGRMTQ6PRfHx8tAL9ga2tbWtrq/bj7t270YMZM2agMbqZTKbW6Hg8XqVSYbFYoVC4YcMGmUyGxWIFAoFWUttO55KmB49FEASo1RpzORqUSjXDftD4vqGLwQoZRL/tkL4CGh0CgZgFI689arUabxDtk0QkyOTyflOpHSalDD37532BSNzYwt577OKIuMiR8ZF2vQ7xAOkiQV4Dd9HvQACDgBRfmxRfGwCASq1hiRRShRpBEEcqnkroMJdPF7nV+Pjf2V+V8+udaUChQlpE4GW/tC/j3nEgMY1X7imDwuIaDdh6t+Gr2/VBAXbj0/zs7ch6AkKxoqSMM2pvwfQwux3TfGiE/l1Ij6aHaDd7E+HFkMW6kjQazVCgzwkMDCwtLeXz+TY2/wSvYbFYDQ0N2o96Ri8sLDx8+PA333xDoVAAAO+9915HjXdd0gRQCViZXE0mmWfThEqhsiENmkzacC2DFTIoftshfQs0OgQCMQtGvAz+Xm57fj8/bngcjfLXE3xJVR2XL3Cy6zAuQ38wNmnIqKHRTwpK7zzKLaqoPnPj7tk/70UE+qQkRMeGBhimMIH0LdVNrUGeLubWYnCAxSCufRd8bmfh75/l7hwbUTTNlYsgGgCAWIZ7UMaKPXc/fdJ+X3o3dtndvHmzsLCQQqHMnTtX91UTAIC+arq5/dNa7y0ul8ufPn2amJioV27YV88QK9SLjpXlt8nmzQzpKNofjYIfEuUUHmr/ILNh2K5nF18L8bYl9rLfQQqBQJgxY8amTZs2bdqEejTkcvnXX3+NbnNA0TN6fX19VFQU6jhoa2vLycnpqPGuS5oAdyaRJ5CSSe3nB+lvRAK5r92gyaAMPQxWCLybWyHQ6BAIxCwY8TL4uLskxYR98M2+AG93CpnE5vAaW9pWvDTF9OtRcVjs0KiQoVEhLW3cO1l5dx/n55dU5pdU0qmU5CHhI+OjupKjFdIzXO37cdoc0hHpTU8/z/t+0chsG/I/S4coROXY8NJssmjan6tzZ5zAIl1ysd2/f5/D4axevbqtre2HH37473//q/ttXV0dePHNv/cWl8lkd+/eNfQyGPbVA1RqzeyDz1sxuOmTjTsZiXjs6JGeuQUto/YWPHqrq+lyLI9ly5bt2LFj4cKFSUlJGo3m2bNnr776qlQq1QroGT05OfnUqVNfffWVSqWSSCTJyck//fTTunXrDFtuV/KTTz7p91Nqj1AnchtH5uJoHi9DC0ca7KC/pgYCGTjAu7kVAo0OgUDMgvGN4jPGJicPiaisaxKJJbZRIUG+nmSi2fKEAQAc7ZhzJ6TMThvxtKj8zqOcZ6VVVzKyrmRkBXi7p8RHDY0KIRIGQXS9wQVHIKJTBs0yYIth/eNvRocV6boYtMT7NZQ11x2rvPGy3/iuNMXlcp2dnQEAdnZ28+fPV6vVv//+u1gsJpPJCxYsQGV0C5PHpNEppMzMTC6X29jYyGAwyGRyY2Ojj4/P6NGjdetisdicnJyamhoul6vRaP71r3/pJRdoa2s7dOgQgiBxcXHDhw/v9VUBAID1l2vqZGDyBK+uuzujwx1lMtXMg8V7Z1rplA4Gg1m3bt3y5csrKytJJNLbb7+Nw+HGjBkDACAQCDt37qxpZqPDfMWKFWiVXbt21dfXE4lER0dHjUYjFArpdPrOnTu1bXYiafLz+4sR3vRDZUIQ1FnYzn5CJFLI5So/+0H0UwkXM1gd8G5uhUCjQyAQs9CliVAHW0ZCZPDoxJjoEH/zuhi0YDCYuPDAd5fM+/o/K6enDre1oZVV1/9y8vLazT/sP3WlorbR3ApaFAPE6FYFW8Yr4FaFunI6EgjzqDxWdbGLrY0fPz4vL2/z5s1Hjx51cHA4c+ZMRETEsmXLYmNjz5w5g8roFt7+8zoAoKamhkgkLlmypKCgwMPDY+nSpTk5OYZ1GxoalErlokWLgoKCHj58qNf1jRs3Jk6cuGbNGt3og70hr1F08Glr2ljv7q6oGhrrwtOAk8/6K1vkoIBGo0VGRgYGBhpmmjQc5giCeHh4ODo6osdoOIl26bpkf5Pqz6ipN4+JaxoEI3wZAzxJrS6DIgN0dp3wk2u1n92oK2gWawvv379/7tw59PjOnTvapLCd8/Dhw9OnT3M4HN2SLta1GODd3AqBRodAIGbBuJehorbx2/3H123edfbP+wCAvOKKvOKK/lesq9gzbWaljfhm/RtrX5sTExogVyjSs/K+2HXw4+2/XLuXLRRLzK2gJaBSqc2tgtVRK2q2JyMYTIeTjfY0SaWwrout4XC4N99888MPP4yLi/vkk0/KysqioqIAAGFhYdXV1ahMeXm5trDu75SKYWFhAAAmkxkaGgoAIBAIumLauuHh4QAAe3t7kUik13VqauqZM2d27doVHBzc1ZPvlPVXaofEOBMJ3U/YgYBhie67MtkShQY7GN6vTIxlDPNQJzIVhzSyxMZF+5rKcs6CKDOsoegxCNAAYM7En0b56RFr6m/Fd0XqWzxl6k+FZwra0HI2m11QUIAGeWltbZXJZAAAFotVUFCAprsWCAQikej58+cajaa6urqtrQ0AEBkZiSCIRCIpKSmRSCRoib29vV5dy8Yyhnnfgm48tOCbAjQ6BAIxC0a8DFy+cPuvJxOjwxZMGdPAagUA2DLoB05fNVeiso7AYJDoEP93Fs3+Zv0bs9JG2DNt6ptbj164uW7zrt1HzxWUVg0wfQcZCpXS3CpYHRQsSabqTECuwlJwXY1l+NNPP6FTdkFBQW5ubjgcjsfjAQC4XC6a4wAAYGNjoy0kkv9aXamd7UQPNBqNrpi2bieTojU1Ne++++7KlSuPHj0q73VumkaB/FGtICLMoWfVHe0pLk7UIpY60GEwvQ2aBosZ5ovjnIpL+mbhTNcRiRT1zaJpYYPp78oOjw9xsiNgzZOPwygiufqDK1WzpwUNjXUZFuc6daL/G2cq1H/fyufMmXPy5Ento0heXt6tW7dUKtW+ffsAAMePH79+/TqHw/nvf//b1NR04MABmUx2+/ZtFot1/PhxiUSye/duHo93+/bt5uZmvbqWjcUM8z7ElkLyd2D62DHMrUh/AY0OgUDMgpH5wJyisqSYsOQh4c8ratASTxdHKpnUyuE52g3EcDK2NrTpqcOnjUkqKK26/Sg353nZo7znj/KeO9gyYP7LHkMnwx19psaP7i5RYHliIoMia1egusVuhJN+bMWOmDJlyvbt2xMTEzkcDpVKXbBgwe7duwMCAsrLy5cvX15WVgYAmDt3rrZw/iv/6qgpXbHly5cb7ZpAIGzdujUoKIhCoWjzNQqFwlOnTi1atKiL+ms5X8jx92ZgezH76uHNuFMtenM4jN6ij8UM82UJTlszcuKHuNIoprPy07zm1+IcKfjBlPDInkZhDmCjF7dIbOlEbQYZR3sKgsHU8WReTCIAAIvFTp48+fz58+i3AQEBCoWipKSkqakJLZk6dSoOh8vPz09MTOTxeNodW1OmTAkICLC1tU1PT8dise3WtWAsZpj3IQgAjlSKubXoR6DRIRCIWTDiZVBrNBSy/nzpQFvIYAiCIBFBvhFBvnyhKCM7Pz07j8Xm6uW/NLeOgwk2X8Skmydmu9WCw2CXBc28XcKeElNg+K1Qis+tdt83bXYXW3N1dd20aVNTUxONRkPTWH7wwQdcLnfu3LkAgKFDh6Ji2sLyehYA4KWXXkLL16xZo3ugWxcAMHnyZPQgKCgoKCgIPabT6f/+978BABEREUFBQUKhcNasWbp99cDFAAC4Xyt0cqb1oKIWT1f6tTzr2ondRSxmmDvR8AuHOD7ObR6R5GGaHoUixfMS9vF1Mabprq8Y4Bb3tiW2CeQyhYqIxwIAhGKFWKpw0Ulb6+/v//DhQ3Q3xOnTp8PDw2fOnIku2sJgMGjkEa1nU7sbAt1eoVKpcDgc+jCjV9eyGeBGh/QH0OgQCMQsGJl4CfB2f5j7XCz9Zzb1aWGpVCZ3sB0cS8tsaNQpo4dt+feK/yybPzQqBIvB5JdU/nD4zLovdx2/km5u7QYNbo625lbBGvkkeiWP55dR7KPn1RNICccfDnkvYnGgjWfXW8NgMG5ubqiLAYXJbGc5Elpo1OLt1u0IAoFgZ9c3K8nreDIatVcT1DQqvkXY240bFoklDfONqR7lFZwWtomiM9x7WPfWcFdXm0EWYm2AW9yegns11vHSlbKqWn5FDe/S1Yr3R3sQsC+sY5o/f352djYAgMFgVFZWnjt3rqqqqvNAszdv3rx06dKxY8dSUlLQkq7XtQAGuNEh/QE0OgQCMQtIRkb6iBEjO5G4lP7w+r3HjnZMDk9gz7SpaWhe8+qsUH/vPlSiqLx6+8HTiWNTtCXJQT7Bzn2/wVUoktx98iw9K6+xhY2W4HG4mWnJI4ZE2tAseb1cLymsqg/zcTe3FtZIk4Q9++baRnlZmGeVk41IpsTWttrl1br+N+r1DyKX9F+/hhbnPSku+XAXjkEL+eZtsqdz/3XdOXHf50UM9XR16tVo/f7nnNaNCSTcYFrcbgIsbJj/ks3alN44Z0YQFtu/hi6r5OZk1+evjSEPqu0SYDBYXKMBPz5sPvaMjcMgr8U6/CvWsRNhgUBApVLVajUWi+08fQafz9f1t3ar7mBn4Bsd0udYsNHR5UhqtVqlUsnlcrlcLhaLZTKZj4+PuVWDQAYW2dnZWCyWRqNRqVQymUwkEgkEAg6Hw2AwoIPwar9kPNEe59/NXDpnUmSQb9d7LCoqNB6nfXJK4rDosIraBr5QbEOjhgV4U0hdjTk30KBRyRNHJkwcmVBSVXf7UW52frFCqTx++c6paxmxoQGjEqLDA30s+wmjZwR5uppbBSvFhWx/b8pvl2rvH6u69Ly5koonjXFI+G36DF+6W7/2q2dxjUqdNeXdYF97STMrZ8HHSffMFiPNiUqQSBS9aUGuVOExCHQxGGJhw3xpvNPFIs7dzPpRyd1Y8tNduDxZ+r3aK0tCB52LAQwGiyMIWDXMedWwLrk10fyp6ANT5+i5GLpVd7Az8I0O6XOg0SEQiFnoUja45ta2xpY2oViiVKqEIvHg9TJoCfLxCPLx+Ne0sfefFtx5lFvf3Jr9rCT7WYk90yYlIWpkXKQtDBKpQ35FbWxgX65egXQdBCBTPJOneCabslM9i6uEYqVE5u7pIJXIarKrTamJHu42hAZRr7wMAoHCYbCtbDcNljfMf5kXMHzXs8e5zXHR/bL6RiRRXrhSvmWi1xD3Qbnn2fIsDjEKNLoVAo0OgUDMgnEvw75jF0ur6mLDA2lkcn1z67mb91+empo8JMIEyvU3VDIpbXhc2vC48pqG249ys/Kfs7n809fvnv3zXmSQ36iEqOgQf2uY3DAKvD9ZG3oWxzFobjNHpV/LVCrVfv/pMP2ECRjtS//2CTuqp5ksAQA1dfyh7mSFWo2HQ/tFLG+YM0jY68tCk3c/w2KRmAinvm1cJFKcv1K2MsFxaXwft2wywv08JAolGd+lyQaIZWB5w7xPEMoVZDwOa6FLWaHRIRCIWTDynF1cWVvbyNr87rKXp6ROS01aMmfiR2/8649Lt5UqlWn0Mw3+Xm6vz5207cO3Fs1I83ZzVqs1uc/Lvzt4+t9b9py8lt7SxjW3gmbmcXGVuVWwcORy+d69e3VL+Hz+oUOH2hWWSqUHDhzovKSXGFo86sCG2AvfDrv7o997C/uwo+4yKcS2so6vUKh73EJ1FTfOFVfQaIoYbyK5+kxB27nCNqmy5wqbDIsc5m42hIxVEVXFrfcy69XqPsuO1MIWnzhX/Ea844ZUE6Wx6A+e1DblNbYo1YPgjxPSV1jkMO8lPInsWWNLJdtin/Sg0SEQiFkw4mWoaWDFRQThcFhtiaujvZM9k2WJP8dkImHMsNhP17y2cfWi0UOjSUQCVyC8cCtz/Td7v/75j6z84gGfwbO/iAv2MbcKJkWiUN+u4B1+2nL4acudCr4JXhGVSuX9+/d1S6RSKRo73RAsFuvr+1f8FTRbpG5Jn9CuxRlDgmlBXn3YSw+wp+AmBtvmPmvpWfX6JqFYJE/wIis1/W7TNrEy9rvcT+81fXSnMX5nnlA+0D2zljrMPRiEe29EUkTSsxdLBL1PL6IB+YWt5y6W7ZjsvX7U4A6ohsFgNBqNUgW9DFaEpQ7z3iBXqwAAcssdCNDoEAjELBjxMtCoZDaXr1uiVqu5fCGVTOpPrcyMj7vLa7MmbP/wrSWzJ/p5umo0oLCseteRs7cf5ZhbNfPwtMScW/FNSR1PvvREmdv/st+4WLMjl7Mjl7PqYrXrpuzXT5Y38M2W/lCj0Tx9+vTy5csVFRUAABwOh/oUKioqWlpa8vPztSV9xUC2+OYJnrnPWMLuR2dQqzUPHtavS7Y3TZy+PZnN9q70ieP9p0wKINlS9mezTNFrLxjIRu8l9hTclaVhy6Idjp1+npXTpOyp35DVKj59vqSlknPvjYiXonu+bWeAoLZax7kVY8HDHNIR0OgQCMQsGHncjo8IqqprunArs4XDk0hlNY2sXUfORYX44/E4sVQmk1ty2nkiAZ+SELXhzVc/f2fJ2KQhHi6Obk725lbKPEQHmHkG2zRcKOLE7cyrANjXFoTPmBaUOto7dbT3jGlBixZEVGgwsd/lXXrOMYtiH3/8cVFREY1G279//+3btxUKxY4dOwAA9fX1EomkvLxcW9JXDGSL+9qR1o92u3ytorvvihn3a0NtiZOCTBTYtU2ipNL+CpRLo+HbRErT9NtjBrLRew+CgPdT3LJXRzGEst9+f5b1tEkk7qpFNBpQUy+4fLX82vWK/yQ5Z74ZEeRI7ldtTQPGQnehQzrBsoc5pF2g0SEQiFkwEvaprKaB1ca7cPvBhdsPdMvvP3kGAMDhsJvWLmXSaf2o4ADA08Vx4fRx5tbCnBRU1Uf6DeLtx13hSjF36anyyRP8XBz1w8WTSdjEeDdvL8aSExUHX/IfH8TsDwWqq6vXrl2r/SiXywkEAgBAIpGEhoa+8sorAIDg4OBdu3YNHz4clRk5cuTRo0dnzpwp72t/3wC3+Hsj3fIaxVeuV6aN9SYSjMeu02jAg0d1glbxtTciGngm2u01P8r+4G/PaVScWg2Kitg/rAgzTb89ZoAbvU/wtiWeWhhU2Cz+JqPhyPECN2eqi5uNhyvV3paMM0huKhQpmliixkZBRRXPiYpbPcxlUZwj0YJyoMK1DFaINQxziB7Q6BAIxCwYeUAP9fPa89nazmUgFk+gR1fzwEkkkoaGBn9/f20Ji8UCADg5dRaGXSQSqdVqNGO5WWgRKV47XjYprR0XgxYXJ+qEcb6v/lFa8G6sA7Xvo7J7e3tv375d+5HFYm3evBkAQCaTU1NT//jjj4qKCg6Hg8OZIiB81y1uLvbP9X/vUvWJsyVjUrzdnDvLIygQytPv1jpgwZ0V4XQithPJviXBk3ZkfuCO+00YBJx6NTjcmZKZmfn48WMKhSKVSkeOHBkREZGXl8dkMhsbG319fcvKykJDQ21tbY22zOPxMBhMYWGhr69v5yOrWwx8o/cVYc6UX+YGSGaor5Zwr5fx0u/VVrVJqSQcnYzD47AKlVomV3GFchoJF+VKmRvAmDjOPdTJEhYv6IFBEOhosDasZ5hDtECjQyAQs2DkjUWtVssVShLxhfTybC7fnmnTn1oNONRqjVqjxmFN94oyoKhpZgd5unRFsqysbM2aNadOnbKzs0NLtmzZ4uXlpTtLb0hubq5cLh89enTvVe0Zm2/VB/oxXTt9WQUAuLlQA/3tNt+q+3aqj0n0AgCAkpKS77///q233po5c6ZMJtuyZYsJOu26xc0FFoNsm+qT5EV//1IV054cEuLg5UbDYnXmmTWguVVUXMYpKWWvHu72cao7DmPq9eFjAxhjAxjaj21tbWlpaUFBQQCArVu3+vj4BAUFYbFYBwcHIpH48OFDiUTS0tLi6elJJpNReTab7e/vLxaLKRQKBoMRCAR0Oj0rKwtBkKSkJCKR2IfaDnyj9y1kPGZmuN3McDsAgFoDGvhytlghlKlJOIRGxLraEGxM6JMyC9DDYIVY2zCHAGh0CARiJows/iytrv9g677Csr8ix6hU6uOX72zadUihNOkeY41GU1pVpzHfM9H2X098tO0Xc/Vudlztu7FHYNSoUZcvX0aPWSwWk/lPXYlE8vDhw8LCQvSjUqnMy8srLi7uSAAAIJfLc3NzS0pKxGKxUChsV6ahoeHBgwdtbW3oR4VCkZOTU1RU1G6bYrFYIBA8e/ZM9Xc2VrUG/J7TEhXZJWd/VKTT0dzWvsuIZ5xnz55NmDAhODiYSCRmZmaaptNuWdyMvBRlX/xezIoI29pnzT8dfHbmXMnV6xV/3qw6d6H0lyP5DzJqUu3wBe/GfjrOw/Quhs4ZNWpUTk5OVlZWZWXl7du3m5ubAQDHjx+XSCS7d+/m8XhPnjy5evWqQCD48ccfL126JBKJAAAnT54EAPD5/La2Nm2tvmKwGL0/wCDAg0GIdqUm+9DjPGjBjmSLdzFArBNrHuZWCzQ6BAIxC0a8DMG+nsvmTdl37OKpaxmNLexNew7Vs1o/e3sx3iTLtrU8zC3a/OORzJxC46L9QwuHx2KbJ/LfQIAjEHVdOCAgoKSkBD2+fPnyxIkT0WOhULh582YEQYqLi3/77Te1Wr1hwwYWi1VaWnrw4EFDAQCAQqH48MMPW1tby8rKPvnkk+zsbEOZwsLCw4cPEwiEHTt2NDQ0yOXyzz77jM/nP3/+fMeOHYbyRUVFH3zwQU5OjtZpVdwiwRNwNnSC4bkYYkMn4PGYkhZJ1y9IL0lJSTl79uyuXbs2bdrEYrGqqqqePXum/RZBkN27dysU3U640Dndsrh5IeEwbyW53H8jomJ97IGZPp8lO78XZ793qtfjtyKfvxuzaYKXMw1vbh3bgUAgGEbTmDJlSnR09Ny5c9PT0zMzM19++eUhQ4YwmUwu94VYEt7e3iEhIX2u0qAwel5e3pw5c/73v/91JHDr1q05c+agG7UAADk5OXPmzKmpqTGVgmbrtEfAxQxWx6AY5pC+BRodAoGYBePOgohAn8/efm3L3t8v3H4wc9yI6anDTaCWHhKZHAAglspM3zUEAEAmdu89LSgoqLi4ODg4uL6+Pi0tDS2UyWQrVqzw9PRsbW397rvvHjx4MHLkyHHjxgEAWltbDQUAAPfu3Rs/fvzYsWMBAC0tLe3KsFgsOzu72NhYf39/uVx+48aNKVOmJCUlAQDu379vKA8AiImJWbhwoVbbRoGc0TUXAwqDTqzny0P6dJ82hUI5cOCAbomTkxMapsHBwWH37t2NjY12dnYUCmXOnDlEInHIkCGo2NatW9va2qhU6tatW/tQn+5afCBgS8YN8zJbaI/ukpWVNXXqVK0/DkUmkwEAVCoVDofDYDAajQZBELlcTiKRUEcSn89vv7m+YFAYXSqVVldXV1dXJyUlpaamGgoIhcLq6mrl36vtxGJxdXV1n7vhOscsnfYABEHMuEIQYhYGxTCH9C3QwaIuswAAIABJREFU6BAIxCwY9zIolMozf95XqlRpw+NvZeZ4uzlHh/gbrQWxJLr7IDpp0qRff/1Vo9HozrhqNJpjx46RyWQmk4nBYJqamgIDA9GvvLy8DAUAAG1tbdpAkh3JjBo1SiQSffnllwQCYdmyZXV1dVFRUWiV4cOHt7a26skDADw9PXW1xWMQtaobZ6hSaQhYky6/x2KxHh5/BYhGd+xrIZFIbm5ufd6jBb96kPE4jkSGx5hnPfy5c+ccHBxEIpGnp6ezs7Oel+HmzZvV1dX5+fmrV69uaGjYt2+fi4sLDodLTEw8evSou7t7bW0tAIBKpWZkZPS53QeR0ePj47ds2RIXF8dgMDqXjIuLO3fuXB/GyOwKZum0B2ARBACAw1pO1gyIUQbRMDcZRCwWAEDEWewmKWh0CARiFox4GTg8wdb9x92c7D97ezGZSIiPCPrxjwu5xRWvTk+DmbatB6m8e5NydnZ2XC738uXLy5YtEwgEaOHp06dnzZrl5+cnlUo//fRTT0/PsrIy1CNQWFgYERGhJwAA8PPzKy4ujo6OBgDk5+dHRUUZyty7dy8hIWHKlCklJSUnTpzw8fEpLi5G38n37NmDwWD05AEAWncDiheTyOZ3eZmMBrB5Ui9mX0bdG4B01+I9QygUKg0ivBCJRD1PSt/iZctgksm09uZ2+Hy+jU0/xrWdPHny5MmTdUvQ1QpoIeo14PP56MfAwEB/f3+pVEqhUAAAXl5eKpVq5syZAICQkBAPDw8arY9TCJvG6H3C66+//s0333zzzTdffPFF55JEIrE/3HADsNMeYE/AuzkwcRjoZbAiBtEwNxk2JGKMmxPBcr0M0OgQCMQsGPEyyBSKSSmJyUPC0Y+BPh6fv7PkSvojlUqFGzy/yDK5/PT1e6OGRrk62ptbly4hk8kEAoGDg4O2RCKRSCQSNAeebjzFzkFradM99Bgbarff+pKTk2/fvk2n07VehoSEhEOHDgUEBPD5fJFI5OzsfO3aNXQfBBq4UU+gpqYmJibmxo0be/bsUalULBYLi8Uayvj5+W3bti0qKqq0tHT+/Pn+/v6bNm2qrq4WCASenp5+fn568oaqetsSaXikuUXs7Egxel7NrSIbItbb1sK9DD2weA/YvXt3ZWUlAKCqqopGo6F/8KmpqXPnzu3Xfm1I7W+QmTt37uXLl7EmTCVTVVWVmJioW6Lr5sBgMKiLAQBAILygc5+7GICpjN4n4PH4jRs3Ll68OC0tLSUlpRNJDodz586diRMnkkgkbaFMJrty5Upubq5IJPLx8ZkyZYqXl1dOTo5UKh02bJhudZlMdvny5adPn0qlUnd394kTJ6IpQlDq6+ufPHkybdq0ioqK8+fP02i0119/vaNOGxsbr1+/Xl1dLRaLnZ2dx40bFxER0WdXpEcwqWSCtSZOsloG0TA3JSS8SWONmRhodAgEYhaM/LC6ONi5OLzwjkohEWePH9mfKvU9xZV1V+9m4fHYOeM7ex4dOFRXV2dkZKAPrCgtLS1VVVUODg4lJSXofGZXQGt1/hQOAFCoNKeesbPqRI5U3MRgZrSrfkLHVp6ASTP+Bg4AiIyMjIyMBACMHz9+/PjxAAA3Nzc0jWVMTExISIhcLrexsZHL5Tgc7uOPPxYIBFgsVvsqpSfQ1tY2d+5ce3t7IpF46NAhT09PHx8fPRkMBrNp0yY2m/3SSy+h74effvopn88nEAjoI76ePLrzQo9ViS6Hc5onpPkaPcEnOc1vDrP8jFBdt3hveP/999GD//u//wsNDZ02bVp/99g5+/btM6WLAQCwaNEiU3bXOaYxel8RFha2cOHCL7/8MjY2lk7vMB5HXV3dpk2bhg8frn3hr6mpWbNmDZvNTk1N9fX1bWhoWLx48VtvvVVYWMhms3W9DDU1NW+//bZMJhszZoyzs3NBQcGhQ4dWrVq1dOlSVKCgoODLL790cXF555137O3ttXEiDDu9du3ap59+GhgYGB0dbWdnV15evmTJkldeeWXdunX9cnW6xuCyOKRPgEa3QqDRIRCIWTDuvq2obTxz425tY8voxJgZY4fnFVcAAKKC/fpftz4DDXClNmX6wb7G2dmZwWDU19cDACorKzkcTnh4OJH414y6QqEoLCyk0+l+fn5isVilUlVXV4eGhqK1AAASiSQvL49Op4eFhem13CiQT/qlSEXEu7jR5S3ybfeer05y+TjVXVfG3cG2T86CRCKhj93aiVm91wM9ASqVunv3bk9PT6FQqFKpfHx82m0Ei8XqbYHWnRA2lDdk9XCXHx82PS9tCwnsbN1HUUmbhCd9c1iXcl4OavrK4r2hqqoqJycHQZCkpCStfQsLC4OCgu7cuSMUCmNjY1GfkUgkev78uW5dX19fdAlP1xtB2zGqgAUzEIzeLVatWnXnzp1vv/1248aNXayiUCjeffddLBZ7/PhxV1dXtLChoeHNN9/E4/Hu7v/87kml0nfeecfZ2fnrr7/W/p5cvnx548aNQUFBI0aMQEvUavXWrVs3btw4YcKEjjpta2v77LPPFi5c+Oabb2oLz50798UXX8ybN08bcsX0DDqLQ3oPNLoVAo0OgUDMgpENmVy+cPuvJxOjwxZMGdPAagUA2DLoB05fhYGpTUx1dfWNGzcAAOfPn8/OzhYIBB9//LFYLAYAyGSyL774gsfjZWVlHTx4UDdTI1rLMJujLq+fLGe62UyZ6B8X5ZSU4DZ/TujuLNaNUp6uTEVji8nOVBcikfjRRx/NnDlz0aJFa9as6b+OSDjM+ddCHz6sK3je2pHMs6LWR4/qLrwWQsRZ/jZmc1lcy/Hjx7/99lsCgaDRaNasWaN1Iqxfv/6TTz5pbW1FEOTDDz/MzMwEAEgkksK/yc/PX7duHboRo1uNAAC0kTs6qWvBmN3o3YVAIGzcuPHixYv379/vYpX09PSqqqpNmzZpXQwAADc3t48++gj9m9Fy6tQpNpu9adMmXZflpEmTJk6cuH//fm2JUqlMSUnpxMUAAMjMzNRoNMuWLdMtnDRpEoIgeuE/Tcygszik90CjWyHQ6BAIxCwYWcuQU1SWFBOWPCT8ecVfG9o9XRypZFIrh+do19XoAJA+JCwsbN68eQAACoVy9erVWbNmof/HxsYCADZv3hwSEqKXqbHdbI4obWLlwxrh6wv/2SlAJmHjYl1+ftwyLvCf4O2h3uaMZNavAfm0hDiRM1ZFzjhYXFnJi4xy8nSlYTAIAECt1tQ2CvNymxG5MmNVZIADyWhTFoB5LQ4AOHv27P79+/F4PACAwWDcuHEDzVfCYrGWL1/u6+sLAAgICNi/f/+wYcMcHBxeffVVtOKWLVsWLFgQFxfX3Ua6qIAFY3aj94CoqKgFCxZs2rTp+PHjVKr+Vi9DHj165O/vb7ikKyEhQS9e4/Xr10ePHu3o6KgnOXr06A8++EAikWhjlE6cOLHzTseNGzdq1Ci9tVQcDketVkulUqM69x+D0eKQXgKNboVAo0MgELNgxMug1mgoZP1Ad3AhgxnRZmH08PDIzs4GANTX15eVlWVlZQEAGAyGXC7Xy9RomP1RSxVHZkcnoK/TWpgMYlHpC1P6uWU1sYHe/XE6A4oAB1LuO1H7s1n7spsuXRPb0vAaALhCRbAT+d2hTq/FOeEwgzixytOnTxkMhp+fX3l5eX19PZFI9PX11W4EePjwYUNDw+jRo21tbUF7FufxeBgMprCwULdW/3Ho0CEAQFNTU11d3a1bt7T7252dnVHvAADA1dWVw+Ho1jpx4gSbzV6/fn1vGum8rgUzSIf5W2+9lZGRsX379o8++siocENDg7d3++eIBnDRfiwvL6fT6T///LOeGIvFUqvV9fX1AQEBaImLi5FALQQCgUAgCIXCvLy8kpKShoaGmpqa/Px8o9r2N4PU4pDeAI1uhUCjDyL4QnFNI0sqk9va0Hw9XDEGj52ogEQqo1PJPu4uJOIL/muxVKZSqejUDsNwdF5do9FwBSI09ykGg7GhUTvKJ6grSSIRyTrt8IViDAahUcgvyoPm1jYXR7uOGjHsTvdbFARBmDYvhL7u5HJ1dCk6vwIcnoBCJhJfnBVQqzVsLpxc7wlGvAwB3u57jp5PS47XljwtLJXK5A62RrKUQ/qJwsJC9KC4uBjdT+7t7U2n00eOHAkAOHfuHJFI1Ntebpj9UUuQI6mFK5MrVbo5nFgt4kjnF34drOf+hMMgy4c6Lx/qLJSr6rhyAIAHk0AjWEIYdh6Ph8PhKioqHjx4sHDhQrFYjP6pIAgilUojIyMbGxslEklLS4unpydqcRaL1dLSEhoaisFgsrKy0AgF2mgg/cpvv/2Wnp7u5eWFegQaGxvRct23fQRBdD2eWVlZZ8+e3bt3L/L3bardRhQqNQaH58vkNkSCYSNGFbBgBukwJxKJGzZsWLVqVVpa2tChQzsXRgPBtvsVhULR9TJIJBKhUNjQ0GAoOWPGDO1CBjwerw1e2xEKhWLnzp3Hjh1zdXUNCAhwcnIaOXLk22+/vXLlys4r9jd+ni6tIokDjD9vTQzSYd6vaDSaZqGYQSKSLTTTBDT6oIAvFB06d+NpUbmLgx2FRGjh8BAEmTdx1LDo0HYEyEQuX8gTiEYNjZo3YZQ269/lO494QtHSOe2ssOtK9XM3H5y/9UBbhUQkpA6LnZE6HIvV3ymsJ2lDo6Qlx00aORQAcCUjq6K2Yf3yl3VdBtfvZ//54OlX7y3vpBG97vS+BQAgCPj30pdCfD27crkML0VXrsCB01dJRMIbL0/X7fd5Rc3Bcze+fPd1AOkmRn5SvVydRsRHfLTtZ0c7Jocn2LL3aE1D85pXZyEdebcgfURGRgabzUaPp0+frl2DIJfLd+7cSaVSy8rKUJdBWlra//73v9LSUoFA4OXlZWgaw+yP2nB3NAL2pRj79Lt1Y1K8sBgEAMDmSHNym79a+sLi8OznlfEhxvMvWBI0AjbEaRA/fGvUat7j52RPF6LLP57jysrK7Ozszz//HABw+/btmJiYBw8e1NfXz549OzMzk8ViHT9+fPTo0bt3745LGWdLAEVFRaGhofv27Vu5ciWfz1epVGgtvbXlfU5+fv7du3f37duH/jGnp6cbfcmvra396quvvv/+e+3rX0eNVLfxVBpNWQtniEeHUTx7oIAFMHiH+ZAhQ+bOnfvFF1/88ccfnUsymUw0b64hLS0t6AYZFDqdPnTo0FWrVnXeYFduhT/88MPZs2e/++47o04QE1PU1AoQxIZEgPksrYfBO8z7jzaJtKqNxySTQpx6m/Z7YAKNPvCRyORb9v1hz6Rvfvd1R1sGAECt1jzKKzp49joGQYZGhfwlwKBvXrdUO6leVd/084krO1vPrF00B70XKVRKhVLZYfvGqktksoTI4JXzp6IKVNQ27D12EYvBzBg73KDBfySlMnlBWfXPJy4zaNThseHjR8Rt2JF/93H+yPhIVJjN5Z/98/7C6eM6acSwO91vu3u5DC9FVy+gUlVQVpqVX5wQGaytq1SplO1dVYhRjDtuJ6ckDosOq6ht4AvFNjRqWIA3hWSKyUxrJigo6MCBA4aFAIDNmzfLZDKJRMJk/jVI8Hj8p59+yuPxCASC9hVLWwWtpZfNUVfm2yk+rx0rO3q80NPdRiZVNDSJdkzz0UtmCe9Pg47HM94X5ZTIZYq4M1/bDf/rh76pqSk+Pv7hw4eJiYlaydmzZ3t4eOTl5QEApkyZEhAQYGtrm5ubmzB2rEKhKCkpaWpqAgB4e3sTCITa2loTKC8UCh0cHND3N7Vafe7cOTRhRCfy69ev37Bhg+7a9Y4aUWnUAAA16GzbV3cVsAwG9TBfvXr13bt3d+7caRhzQZfQ0NBffvlFJpPpLcnhcrm5ubnx8f+s2gsJCdEuHNOlsLDw7t27ixcv7iRnjR7Xrl2bM2eOnotBJBJJJJIuttBPYDAYtUajVmsAdDJYDYN6mPcTajQNmeXuBYZGH/hcuv0Qi8G8/eos/N+P6BgMMiwmzNnBDp3Y/0tg0T8CAAAfd5d1i+d88t2BR3lFiX/P4XfWfneqYzBIgLf7nPEjj168Zehl0IVEJMSFB5ZU1eYUlQ+PDWfSaXPHjzxxLT0m1B/dsHDkwk1/L7ekmM7uzl3vDnThcvXmCjg72B65cDPEz7OTjSeQLtKlaPl2DHp8RHDqsNj4iCDoYjA7RCJR62LQwmAw9FwMupBIJHSdMIFA0AvNQCNgTy4MvvBq8OtB9I1Jzs/WxcyPdtCr/rSkuo90h5gCBVfYmpGbkhzk72XXcPiytjwpKWn69OnosgVtIY32zyY3mUwGAFCpVHUt3NOnT2Ox2JkzZxoGwOtv4uPjpVLpe++99/nnn69evTolJSU7O/vevXsdyR85cqStrW3//v1r/+bChQvdbaQ3ClgGg3qYUyiUjz/++OTJk48fP+5EbMKECXK5/PDhw3rlv/zyi14gxokTJ96/f7+goEC3UK1Wb9u2LScnp+suBgCARCLR8+0CAH7//feut9BPWPBrFaQjBvUwh/QMaPSBz4PcwnFJsXiDO4Wvh4uXq1MnAnYMemJ06P2cdnziXWnfaHVHO6ZIIml3fYQeBDxerlCgxykJ0a6O9scu3wEAPCksLSqvftVgIUNvujN6ubpexfAKjIiLcHawPXz+z64oDOkcy9yEBukuMW7UGLcOI7RHB3qZUhlIL8EzqBQPx5y8Wg5HGDomXu/bVatWbd26NSIiwrDizZs3q6ur8/Pz33zrrTu3b1dWVlZUVFRVVbW2tlKp1IyMjH7aK/Gf//znBf3x+G+//baxsVEul6ObgMaOHYtOPh87dkwrxmQy0eB8K1asWLFihWGz7TZS3sb7aPv3ho3oNt6JAhbMYB/mQ4cOnTlz5qlTpzqRcXV1Xb58+Z49e7BY7Lx58ygUikgk+vXXX8+cORMWFqa7/WHq1KmnT59es2bNhg0bRo0ahcFgmpubt2/fXlxcbLjQrHNSU1NPnTqVnJwcHR0NAKitrT1y5MijR48oFAqfz1er1XqeX5OBQRDoaLA2Bvswh/QAaPQBDlcg5PKFgT4ePRMI9HZ/XNBZUuTeVM8rqXBxsDd8Odejrrn17uNnr0xNRT8iCFg0I+3zXQfjwgOPXrg5PXV4F0MndqU7o5eru1X0rgAGQZbMmvDZD789LiiJCw/qei8QQ6CXAWKcoqr6cN9ujGeImUGQpIy9DcdueAV7248egpaNHj0aPSASiR9++CF6PGfOHPRg8uTJ6AGfz588eXJBZd3UqVMFAgGVSp0+fToWi3VwcPDw8NBd+NDfuLq6ao+7kqSwzxvpEwUGERYwzN9555179+41Nzd3IvP6669TKJQff/xx9+7dTCaTy+X6+fnt2bPnl19+0Y3jiMFgdu7c+X//93/r168nkUgEAoHL5YaGhu7atcvPz69bWr3//vsikWjZsmV0Ol2pVMrl8kmTJv38889ffvnljh077t27t3Pnzh6ecO+ALgYrxAKGOaS7QKMPcERiKQCAQevwMaNzAQadKhJLNBpNR3GCulWdzeVn5hQCANQaUFnXmJGd/+Yr09ut+Ky06pPvDgAApDI5hy8YkxirG8vAzcl+ckrirqPn3J0cxifHdXRqnXdXUdv44x8X0GMCHrdgSiqZSDA8HY1Go1Sp0GMsBmuYmKO7F9DZwXbG2OTD5/8M9vGkwQDJvQB6GSDG8XfvME4eZGCCt6V7r5zVg4rozhrU4nQ6HQCgnWg1pYsBYnoGxTAfOnQomsG3XahU6sWLF3VLIiMjDeVffvnlOXPmPH/+XCgUenh4oNFwGxsbk5KSdMVoNNrnn3/+3nvvlZaWSqVSFxcXPz8/3ce48ePHjx8/3lANvU5JJNKWLVtYLFZVVRUOhwsKCkKH0pYtW+rr680Y8gMBnYYngVgig2KYQ/oWaPQBDnpb0XT8e2xEQAMAQADoMBRxt6qz2ri3H+XyhGI2l58UE/r+svn+nq7t1vNxd541bgQAQKPRNLVyLtzOPHz+z39NG6sVmDxq6OX0R9NSkzpZr9d5dxQS0efvv148DofHYds9nT2/n39cUIoeO9nbbl63tDdXAGV8ctyTgpLDF/5sN/wkpIsY9zJU1DaeuXG3trFldGLMjLHD84orAABRwd2bzIEMampZbYEdB+SHWB7Q4laINRj9yZMnly5dWrt2LY1Gi4qK0pbX1taWlpYuWbLEsIqNjU1cXIfzMF3HycnJyemF/aIIgnh4mHeCEfoZrA5rGOYQPaDRBzg0CgkAwBeKaZT2p81tqBQAAJcvbFeAwxfY0Cid5DvqVvVQP6+V86cKROJPv//N18O1IxcDAIBGIfv9/a2/l5ufp8uGHQfGJMa4OdmjhTgsFoNBCDrJmwzpvDsXR7sJIxIM+tW/XMvmTX5lqgwAUF7bsP/U1V5eARQEQRbPnvD5D4eeFJbiYBqmnmJkOyiXL9z+68nE6LAFU8Y0sFoBALYM+oHTV9vNMA+xVJyYdHOrADEp0OJWiDUY3cXF5dKlS7t27dK9hXG53A0bNri6uqakpJhRNzMAE1JbH9YwzCF6QKMPcGxoVFsGvbSqriMBGpXsaMcsKq9p99vnFTW+Hh36AnpWnU6lLJ098djl23VNLcbU/wtXR3sKichq43ZRvsfdGV4uPA7HoFMZdCqVTGq3Ss8uoKuj/fTUpEPn/hSKzZwQavBixMuQU1SWFBOWPCScQf9rN4uniyOVTGrl8PpfN8hAgQ8HmJUBLW6FWIPR3dzcNm3adOHChfnz52/evHnbtm3//e9/Z8yYweFwtm3b1q3MEZYAnC2wPqxhmEP0gEYf+CTFhP2Z+dQwt0JReU1ZdT0AIHlI+PX7jyVSmZ5AA4v9KL94ZFw78bx16UH18ECfUUOj9/x+QSaXd+UUuAKhRCZzsGV0RbiX3XV0uWRyRUfrDnp2ASeMSLBn0k/fsPAUY/2HES+DWqOhkPUjq8OFDNYGydoevq0eaHErxEqMnpqaev78+ZdeegkAwOFwHBwcPvroo+PHj3c3pqMF0FGoMIgFYyXDHKILNPrAZ3LKUI0GfLv/RHXDX9GLZXLFjQdPvjt4WiiRAgAmjkiwoVH/76c/yqrr0ZcwlUr9tKjs2/0nEiKCo0P8tU1JZfLGFrb2H5vL71Z1XeaMH4nHYX87e6PdbxUKJYcn4PAEbC6/uLJ295Fzgd4e7k4OPb4Iht1pu9D+U6vV7V4upUr1KO/5gdPXJozQT6yG0rMrgMEgS2ZPFIjEPT4pK8dIXIYAb/c9R8+nJf9js6eFpVKZvMfOqt4gVyjFBl6oriCTKwAASqWqZ9UBdKxAIJYCg0xqk8johM42CkIsGwaDMXfuXHNrYX5IWKwGAQQc3HEKsWqoBAIOg2GQ4Ks4xGyQiIQPli84cTX9q32/47BYMonIE4hcHO1WL5wZHuANAMDhsO+/Pu/ktbvbfj2JQRAKmSQQiUlEQtrwuIkj/4lcwKTTbtx/kl9SqS3B43Df/GcllULqSnUSgSAjKrQfcVjsivlTNu0+3MBia6Mt6HaU87wcAIAgiB2DHhnkO2vcCD3fNZFAIBE7HFmdd6fbhZZ5E1MmjEgwvFx8odiWQXtlamp8RFD7jXftAhIJeOKLXjk3J/vpY5Lu5xR2dBaQTkAyMtJHjBjZicSl9IfX7z12tGNyeAJ7pk1NQ/OaV2eF+nv3oRJF5dXbD55OHPvPntjkIJ9g538ib996mPPbmWt92GPP2P/lf8ytgnmoZbE9X/x9gVg20OJWCDS6tQEtboVAo1shFmx0dApQrVarVCq5XC6Xy8VisUwm8/HxMbdqPUSpVDWxOTK5wtaGZsdoJ6CGUqVqbuVIZHIameTsYNfdFWmdV1ep1BqNBvei61kilZFJ+qvau4hUJu/Ey9D77v66XDI5nUpxsmcabRwYuwJyhQKPwxteVYlMTu74RAYF2dnZWCyWRqNRqVQymUwkEgkEAg6HQzOAtLu28ZeMJ9rj/LuZS+dMigzy7XqPRUWFxnNMTE5JHBYdVlHbwBeKbWjUsABvSk//2nqMh7MDFotRqdQm7lcXv47jrFo8Nh2EvYVYKtDiVgg0urUBLW6FQKNbIdDogwgcDuvh3NmmAxwW696pgJH2O62Oxbazj77HLgYAQCcuhj7prpPL1W7jwNgV6CgjxmB3MZiL9r0MVzKy0AUkCqWSzeG7ONrZMYJNq9gLBPp47P50rUKpMpcCCAAkoql9KwMHFlfAoFHMrQWkGzTy5RmVfL5M5cUkjvS1IePb+bVtbW1dvXp1YGCgSqVSKBTh4eGLFy9Gv+rc4g0NDSdPnlyzZk0/KQ8xC3CYWxvQ4lYINLoVAo0OgUDMQvtehlsPnyZEBtszbcqq6/988GT1wlkmVssQPA6HxxlfeQHpDzyd7IwLQQYGIrl6zbmKswVtPu42eCJWwJe3cso2T/B6PcFJT1KtVgcGBn7xxRfox82bN+fl5UVFRQFjFndxcVmxYkU/6Q8xF3CYWxvQ4lYINLoVAo0OgUDMQvvv7SPjor777dSIuEg2l9/SxkvPytP9Fo/HDYsOg9GprYfy+uZwXw9zawExjkypHv9LoZxMeO2VCAL+r91obI70sxsVrWLl+lFundR1cHCQSCQAgLy8vJ8O/OpkZxsZGTljxoza2tqsrKyqqiqpVOri4rJ06VKBQHDnzp3p06cbfmWKk4T0D3CYWxvQ4lYINLoVAo0OgUDMQvtehimjhzk72BaWV7NaOQKx5HlFje63eBwuISLYMKIGxFIJ9XE3twqQLrEto5GPwUxJ8QY6TkB7W9KMyYHfnCqaGWYb7PjC/szq6upjx46p1eqGhgY+n79s2bLW1tajR49u/b+v8Djc3r178/LycDjcmTNnfvrpJwKB8P333xcWFjo4OFRUVAAABAKB3ldhYWEmPmVIXwGHubUBLW6FQKNbIdDoEAjELLTupHLdAAAgAElEQVTvZUAQkBAZnBAZzObyi8qrR8RFmlgtyIAit7QmNqgvs4pA+ondD5vSxvsDg3VGVCo+PNThp0esr6e8YEcGgxEaGqrRaNzd3c+ePfvo0aOGhobg4OBTF68FeDh7eXllZGSMGTNm9OjRBAIBABAYGNjS0uLg8E/gHL2v+v0MIf0GHObWBrS4FQKNboVAo0MgELPQYaQDNJWIPdMmITJEJpfrfoXBYGCIBKsC3p8GBXyZii9VOdi1H03azZX+qKBZr5DJZEZG/uVDDA0N/fbbb0NCQtRqtTODIhAISCRSWlqaUqnE/x10F0EQNHGUlk6+GpjwpfKy1jYXG7qbDdXcugws4DC3Nlxc7KvaeD52DHMrAjEdcJgbolCpqzk8eyrZlkwyty79AjQ6BAIxC+07CyQy+bovd33/ydulVXXbDpzUgBdeHkgEwtYP3iDgoaPBWsh+Xhkf0o0UqRCzYPQdv3OBhoYGBweH0NDQ/Px8mot3fIjvkydPGhsbHR0d+1BJs9MkEMpV6ia+EHoZ9IDD3NqobuMBBHG1oRHh/kerAQ5zQ3hSWatIolCpLdXLAI0OgUDMQvueAjKRsGvjWgwGCfX33vvFuybWCTLQgPenQQGDhKWTcOw2iX17yxkam4Tx7vrv1bm5uRs2bNBoNCqVSq1Wr1+/3s7OLj09/db5E9m36TU1NRs3biwvLzeJ+iYCXXChBoNg2YWJgcPc2sBgMGqNZlAsQYL0FXCYG4JOpFnwMIBGtwyapMWNkqIG6VOFRoRHqH7UkWScDQ4hkbF0e4KuiTUAINXiJ0+4hzVAgQCcSiMlYpiuxFgvaqwTMcBsJ9AXqMT5anGRRtGslj7BYLFqJQcgdgBggAZLcFmFoUSZW0HIC3S4HgGD6TCHBIvNcbK37R99IAORp6XVsYFWseLu+PHjfD4fPbaxsZk3b5559ekuKxOdjz9unDjOTy80g0iiLCxq/WH5C6EZnZyczp07Z9jIv//978xnxQEu9mj8hbCwMG1Mx/Hjx6MHa9eu7egryCDFeoY5BEUN/QvWBxzmVgg0+sBBpZZXih/l884JFE0ytRAABINgaHgne4K/Pd7PluDBwDuTsUwEwQjkrGZ5qVQpQBDEiRQgVnEuNfxPA1QAUXvZ4DSIJpuXLVWqsAhWqgKveO5jEtw48ro/at+ywbvM9dieyf4Ziy+hEbAihUokx/CVMoHq4aM2oic1fsz/s3fe8VEV68N/5vSzfbPJpjcSElpC6AiCSJEiIiIXEZGLIurFcn3t5WIvV+7FixV/ItgVsSEoTaRLkxJAIIQkpJdN2757+vvHQghpJGETUvb7yR+7c+bMmZNn55yZZ54S8pCGOG+jqshexXNG5vNBFn0lsiyAVA1ikSLaFJAARJBFRXaDLGBUGJDRVNgihGva4X8le/Mk93FSf70sOWTPKal6veQ5DUIhqRIR8tKsjBEIIRB5BWQABbzZexGdCBiDEA5EGIZrFKFMUURMN5Y03ggyj0gjAIj2PTJXjJEGjDAAGYnRgdiobUiLvR5ESXr2fys/fvXxtuhNgI5J/8SYq92FduKmm26SZXnJkiVPPvkkhmFXuzst5rFR4etOV+/4o2DksEiSPN//ahu3+bech0aE9QlVNbOdoX2TsECu2m5G9xnmAXxgCAUUDd2NwDDvhgSE3kGw8sXfFjxAEryR5UIYnMCQAiDLiiDbq8UzpRwmyhQvIUEWAWQSp1hSQsgDgB+1MRhgFI4ToONkT4VL0dMSjfOVHkUBEQM807FDS4bur/okRO3hxIKV525jcL2L59ReFS9qhpjmnrD/okBxUpBS5tn7a4n1ZmYYOHbL3DmFK8ZpHCM5UARfJxGGADhEAIbDeRMfAmGYogAIHkyoZgjdaFw7vJm3rMheyXlEcu5TuDNIIZB6IBE0DSPNTZ4ky0I5Rpq5cwsR5PKFegQyTokka6X1MkYCuujhpwAAecF4l1BVSfwBBCArABLIImAEAgRi5S538RJADCJ1CGSQSgjGI0kk5/YCpkZUNCL0CLGAkxjVi9CNAFwHMgcYC7hO9pwFhDCmB0Y1lQk+QGO0WMugKIokyW3RlSY4fPLs6ey8dr5oHUgCnzx6qE7THX25T+cV9+0emZAYhgEAHMdVKhUAyLK8evVqt9vNsuzs2bNxHP/222/tdrter9dqtZMnT65f4Sr3n8C2Lui96Odzn68+GR+toxncbvOWWDwvjY/+xzWhzW+n+0g8QA0BoXc3AiqGbkhgmHdDAkLvCNj40m3ly2iCizMAAHXxAAYMgJbyzR59yysEgANIAADAXiiXAZBTsNu8IMqUIKMwjYSQyEs4IDLD9Y0kS8FqiSFwDyY6BG81byUwZoDh/hT9jeVczlnH9hK3pGcUBHKZN73KeUjvrQYAnCEZYxVONf0uUEABwQuix0jFvdZsFYPCl7wjln+CkwrO2jBSBkURHb95yt5FiAFMhRmn0iF/V2ROkaoUwSpVr5HFckCU5DyKIQxkUJBCskgVUoow5FMoKAo0sf+FMIVgAABqTcQVACBVDkZyyDKAAggQIhWEAMAj8UiRqhFuBVnxHZW8m3j7Z6AoAEiRASRZQR6cYnkeKQqOqZIw1RBc1Q9TpWJUWPP+Cd2dzhHB8Yuft9gcrqvdC9CqVVOuG1a/vLi4eOPGjQCg0WiuueaamBj/qI0PHToUGhoKANHR0X5psNX0CO9S8f+az9q1a/v165eamnrq1Km1a9dGRERoNJrbbrvNYrG8+OKLkydPrlPh1ltvvdpdBi2NfzErMa+a233OXuUR41KN1yfotXTL1B/dVuLdmYDQuxuoS/uiB2iQwDDvhgSE3hE45dhc4j2YYKAvWQW3EA1JaEi4oIzAQlQ+bYUMAFZOdItyiQN3ibICkoYInx39jo4MBYDtlv8BkdkziPSKkiImphpSMO0YFRkHAJJ9t7voGU1YNcKaehu4yvUylkDFPEnoRjazq3zx/2TbKk24DeEgCYATAAhItZdkRE+lCGCTyt7z2HeDWIQwESGZUldjKkVRANcDwkCRQZEQIAVhUPOmarWJLcLhwibgxdu8oFtR4IJISJAAKmqfKHoQwXoAQJFA5Mtlbq/k0PIeQOreCFFU5PMYm9zKPnUPOoeW4a4ZkzJyClo9IzpwPKPa5rh2UIpG1foAwiRBXDsopcFDhYWFoaGhY8eOtdlsH3zwwVNPPaXR+MFnad++fXPmzLnydq6coorqxMgW7IR3GbKzs2fMmAEAffr02bRpk9PpnDx5MgCYzeb4+Pj6Fa5ub2sTa6Rjja2fWHRbiXdnAkIPEKDLExjm3ZCA0K86LrH6rGOHmmCZNlh1eQSp1AWEEhWtGtArKO6PihXhbLJXdjjFygz7NjPTM804a5dlqSJ7q7zkOPPfeusm1JxLGKdI9u2C83tKJ9ZtVwFAoEhI5EEW1Gzf7xBG1a3TEIrsFYrekOw/qUNtCAPRhbmrtKSGZ40eAMAICTAC10wUbTtBzFEFV+MNtYowaFrx0T4Q7AUFBw4kqwCrCC6P6NXLrgykeCTbOox94ur2sIPT8O/9dE5+ZbW9wUOSLLVlfxqmf6+E/r0SWn36ucLSaptjynVDw0NMfuxVbSiKUqlUKpUqIiLC5XJlZWWFhoaGh4eXlJSUl5djGJaZmSmKYlJSUu3y1NTU9PT0/Px8q9WqKModd9xBEMSPP/5YWVmp0+kURbFarQBgMrVVt5tJsF57dTtwtdDpdDabTa/XW61WjUYTEhJSWlpqNptFUSwrK6tf4Wr31290W4l3ZwJC73YgdPn8twG6FoFh3g0JCP2qk+38A/CiOB3h4EWXIOtpnPVT/uAyl1jtYYcY56YZp+OIBIAkzWiW0Jd6M9YWP66jPCccrAqLnhj24jnXvmlht9fEffQhWD6X7b/hwZeoGBQZOBvLOSgECkKUIrtxTV+h+E3cNAdnL7MWEx37hPxncapYHepGGPBOmrOHKeAl6POLSoxSVCHVXPU22uCitN5OEQFMkWoFg0AiwgSMHUCG/gOj465irzoFDWsZ0k9lFZdXNnbOyIF926w/nZVNmzadOXOmrKxMluXQ0NDDhw+rVKrw8HCHw1FaWorjeGVl5cKFCzds2FC7PDU1tbi4WBTFefPm7du378CBAyzLIoQWLlxYXFz88ssvDx8+HAASElqvYfELDrfXoGlu4MCuxMyZM5cvX56YmJidnb1w4UK1Wr106dKMjIzy8nKfTqFOhavdX7/RbSXenQkIvdsRUDF0PwLDvBsSEPpVxyYWE5iUbcVxJTRBM+qM7TdOcQSzilmFX8kyu9QpIyn5ztiX1cTFxH8soedk18bS18xqPoihAeTTFbkGKlLDhZ517h5gmFFTUxGq+NK3NOFVGA4AoMhIcOIip5F4AtdP1aQ8BbjGm32X4tyB5K18OUFTUU1rGSTbDr7gEcZY6YvIqMjgtWrZ5G+9GZNJ1fkXDkKAU4oqtNE15lVH4gAhhFGK16qWOBZAlDlFHW7DSJAlBAoAUBibTGivudo97QQ0rGW4ferYdu5HZ2fSpEm+TH4//fTTtm3b6lcYPHhwY+f27dsXAEwmU25ubnZ2ts8mPyIi4qorF2qg/KRz7SwsXrzY98FkMj399NNWq3XmzJkAUFhYOH/+fI1GQ9P0Bx98UL9Cl6FLSxwDABRYXtWjSws9QON0hq2kAP4iMMzrgwBBlx4HAaFfdSSZr3DLiZoRU8L/BYBGBd9rFYq3lS3Ns5+K07f+p+fgiQnmebVVDD5O2rYQWFnQBfcMhkBf5i7QMWDl5P76aRg6X64oPIZhGK4AgCwhd5ke092Mh40l2T410Q3JyBfEqn6SfSsVOZsMueMytylUkqynJukDwgAnBMmxgwiaZs//CRQFkKI2O/HWO6+3LYqEBCfIMvB2oPVIsFN04seKZBXKPpSl/bxDLXi0iOnBJL6KsT2vdmc7B50jLkMnonfv3sePHzcajYIgAEBxcbGvnCAIACBJsk45AKBamkyDwVBaWhoSEiJJks8mvxXwPP/6668/+uijOp3OV2K329etWzd37lyv17t69er58+e3qEEM68Lv38tjMBh8H4KDg1etWkXTdGVl5dy5c+tX6DJ0YYmHa1knz5m7ZbKYpunCQg/QIAaGIgiCJgLTgG5EYJjXR89QRpYJ1rCXr9q+7N+///Dhw2q1GgAGDhyYmprazBNtNhuGYVrteUeJ2kI/cOBAfHy82XwxleD+/ft79ux51T1zuzBe2XnGsT1Wfc2k8Gdq1FkGMuKWyP+8nz1VUpRW2zOEaYRfS56PZPsPDpoTxZ7/eXgk+0nbOg17MRtgnB58Sw1HOcZJLpbQ+8oRrpZlWVEAAfJUaPHgB6iw++tcAmfi8IjHIOKxBjugyDxf/DppmIRphgMAoR3OlRicXpUiS2pzNWBIljEc05IRT4tVG3GGw2kOo1t3r22OxCN3uQk3zgCMpbRhkucvIiwa1wwCkLm8JzA9CE6GTdmKcP3V7mlnIjC98A+//fZbVlaWJElWq/Whhx4SBGH58uUZGRnHjx8fOfJiRNa0tLQGy2sYP378m2++mZGRYbFYanQELUUUxb1792IY9vzzz/tKvF7voUOH5s6di+O4L2xhi/BwQut60sVgGGbRokVXuxftQReWuI5lBkUFUhA1QBcWeoAGYQHFmLqahrR9UBQ4XOT8+VT1iTJPqYPnJDlMRyUa6SnJhusT9AyBXe0ONkpgmNeHxPFkc9DV7kUDVFVVTZgwISkpqabEZrOVlpbGxcU5nU6j0YhhmMPh8GkTLBZLeXl57969MQz7888/EULjxo2rqqqqrKwkNQYV6UIIeb3elJQUmqZr16+qquI47qrdZDcAAbrGdFeq4cY6FjMIYSyuEWU7jrdSy6Cl8F4mpZo79Gvp8RCq3/SINyzerPUlz+pYp5G5GFOxRomhodFpx+/99VNxjAIAhGvJoOkuyw8IycCMocLubWkHJNdhoeIr2XOa7fktAGB0JNNroyfzb4ps4xxqBBIeNJ8MmuY5PQnhXibIjrV20SlXMN5NMczMbIxpq+CAopsgQu6rr2dRRDuAiBEIZz1c/jNM/Adt1IEuSUDL4AeGDh06dOjQOoXPPfecw+Gok9owJCSkTvmUKVN8H5KSknzvkpdeeslqtep0Ogxr/UwlOjraYDDs3bt3xIgRtcsJgqitZfjrr78KCgpSUlK0Wq0sy0ajEQBOnDhRUlLSp0+fqKgoABBF0W23FkucxWJJS0trdZcCNBNeUrZl2X48VXmsxF3mEAgcmTXk8CjNLX2DRsbp2mcjyqgNbPV3OwJC724EJN4KFAW+PV7x7JYCGaG4WH1wlD6JJTEc3B4xw8pt21pU9m3WwyPDHxsVoaY6oq4hIPTORVZWlk8FkJycnJ+fv3HjxlGjRr3xxhtut3vx4sVarfaHH36YP3/+8ePHT58+3bt37xUrVtx33312u12SpCNHjpw5cyY5OXnXxk3RkRFFRUUzZszYv39/WlpaRUVFTf2rniu9y0Nj6lTD1PrlHsnulezUFUz1AQDHUDBLBTNwsuJ4sffk+uJnI7S8nm54cWdipMPVq846t90W/Z6vhIp6XrKPU4QqwnSjz5+0mShCuTf/McV1AimY7DgiWD4lzfMBADBcEUsUmRecLKKiafMQsXqzIpZoIxtOKdBMuMNm77oEPj3M8O89QMiXP+FyyByG0Ze0I/E63NRXkZwIV9fWByHCgLG9RO8+VbDHWbpXcp/AVQ0nHAxQn4CWoa3AcbxBQ/rGymvjFwv8+++//5FHHunfv7/P3M6HIAhvv/320qVLAeCDDz6orKwcOXLkd999V1JSMmLEiOnTp7/33nuSJKWkpHz88cejRo0aN26czWZ75eWXg4MMdTQm3QqPIO8+Z69wCVEGekSslmiztf7qYxXPbC5gWDI6Vp800DhQRcgKuNxCeolj7Y/ndCRaOiV2XGLD9lp2u12r1aJLTe/sdnsrjGJKKq1aVXM3/HmeVxTFtz0SoPPSIqEH6AIEJN5SypzCrV9mlnHSiGtjosLrJRWKgUGpZruDX3eo+P/+e+THucnDYjpcbP+A0DsXPM/zPA8Asizv2LHjvvvuoyjK4XCsX7++drXExERBEDIzM0tLSwEgNjaWoqjdu3f7rC/3HPjTZrPNmDEjKirq+PHjdeoHtAxXi0o+jyUJhPywZgZQZAUOV31jZBtVMQCAhsQYSoRL4lJhuG5UK64nWFbi0i4RGRHbG1NOCZaPCf04wFS8ZSUgCmESKDKSnHzBgzghq0zW5t6GmxDOafEwj2dtPHtLDh7EAYDiIrEwF8IVvEpve3Wo+oFjRIjnks5k6Twb4lGIk+xlpXtbESMBgJivld0Y1ctW5xJiJeNekyj+EUFOOgc2VrFoqRuymJFlhMrlybkfwzBMPZSOfxvhF5/wVOiD3sIMDVONkSLwpRDQMjSbgJah/VAU2Him+ufT1bnVvEmFj0/Qz04LVpFttd1BUdT999//9ttvP/vss/WPWiyWzMzMZcuWAcDYsWOfeeYZAMjJybHZbM899xwAjBkz5uGHHx43bhwAWKsqPv90FY530wBC3x2vfHhdTpCRUalpu83LeYTPZvW8rkcr/VkagxPle37M2VPgGjmq7vzVqKejwjVDB4ZnnbPe+V3WXQNDXrkhpr6iY968eStXrqzjXTlt2rQdO3a0tDMxoS1w0dywYYPD4bjzzjtbepUAHYoWCT1AHdKLXXvzHBiCEbHa1PAGtoutVuuPP/7ocrnCwsKmT59OkqS/Ll1UVLRp0yYAoCiqX79+AwYMaOaJAYm3iAyLZ+Kq04lJplsHhDURKlCnpcZfH3cu337TZ2feuzl+VmrH+icHhN656NOnT43HBE3TkiQBgCAIOI77gnzZ7XYA+Omnn/r27Tt9+nSLxVJzLoZhiqIghNQ0RRB47WTbDdYP0M6Uc2fdogDgj6k1QtFaiZMPh6pqLesUqOIEr0AoCBclcAsSpwgUUi2IX3LlFxQdB2QPg2sHyO4jrNnrrqzkS96RXYcINk9jFjFKAQVk0YGRLQi1rbhJ22OjMZGRXBJO4o59sbIDgQKIlTEcY7UqhqU8xaTjUQOWZCUHF9IDK/FQDwB4vuhL5IcCQp71Xq9WIIaWyEVa6YwBCEW84y+qr1XxEmKOVjwWIh4zg4DRGkalJfldfZGC4Rjm+lCLNAfo/tWUxgsAnspdfNHLdMzF/xKuG42oId7q3yTOg4nV3XQt1CoCWoZ2otQhzPgyw+KVE3ua9Ikap1d6O73yha0F392RNLzNtjtSU1O3bt3qC/ZT51B2dnbtSEJDhgwBgOPHj5eVlflUDwBQXFzsdDoBIKZHYrdVMaw9WfXQL7k3Tk4MMZ1PBJVX6Jj1deav83sNjqq3l9VaJFm5+fOMMgW79eYkonGf3sR4Q2S49oetOZXunA9v6eGvq9fnbGFZSo+otms/QAckIPTWIUjKvT/lbMmyxUXrFEAvbSua1tv4/s3xtS2e7Hb7q6+++uyzzwYFBR0/fvz9999/5JFH/NWBvLy88PDwMWPGCILw1Vdf8Tw/bNiw5pwYkHjzqXSLN36WkTYwvHdSsxz442N0uhsTH1qfFamjRsZ1IIuGgNA7F+vWrQsODgaAPn36TJo06aOPPkpMTDx69GhaWto333wTGRlZUFAAAHq9/ty5czk5Obm5uRUVFWq1evfu3WPHjl2xYkVYWFi1yxMfEVq72dr1a2sfArQnhZ50Y2ttQDlRdggiiWN66vw6zsDWXdBV80K+AwVTcWn6mxlczeD6zaWvSlC9sfSVaeGv1GSaaB1s4ieK6JScfwie044yHQKVbN/KGqtI9QXTDAQtUjEAgHtLBMGrNRoNqAAUAASKSqljn8uyDMPQfIFGyDPbv+KBlrFQj1KoZvUswpBKw4qixO3XUAingymJlzxrBnlxWfIAIgFHmEZNk/R5FT9xcQmsdb8/iFy6C5AsVlGUSXDbNkn2m2pbeRDBt3O5f2CqAYS6uXr8ABDQMrQPbkGesPJUSLR+5sDwmj2QPklB5wrsN39+ZvvCPn1C2yqV8aJFix599NEnnniiTjlN07Xj/QiCQNM0hmGjR4+eOHGir3DBggVqtZrjuFBT3TQ53QRJVh5enztxXHyNigEAYqO0I4ZHPfJL3p77+/rrQk9tzC/klRtviEOX88VgGXzKpB4/rs38cH/Z/cNDm65cn7Kysn379uE4PmrUKFEUJUkKDQ0FgNzc3PT0dITQNddcYzab+8ZFAsCpU6eSkpJ27tzpdDoHDBgQExNT005lZeWePXsURakfxLROUy3tYYCrhU/oAVrKq9sKD1Vys2f2JgkMAIYPC9/827klO4ufvf7i/3PLli233XZbUFAQAKSmpnIcJ8vy6tWr3W43y7KzZ88+ceJEfn6+1WpVFOWOO+4gCOLbb7+12+16vV6r1U6cOLF25fo6X5qmVSoVAIwcOfLMmTPDhg37/vvvbTYbwzC33357VlZWdnZ2YWGh1+u95ZZbfAF3ICDxlnDHt2ej4wzNVDH4MAWxY6+Lm/nVmVOPphnrLQCuFgGhdyKmTJlSE7rLx8MPP+zxeGJiYniev+WWWyRJmj59OgBMnTrV4XCo1epp06bhOB4cHBwVFaXRaBITE71e71SGrUkz4WswIiKidn3U2hwHAa6EBPXoXRV/tvQsQVZyqsEjyomakSXuvyi9k20kU6mOIkwsxyh0P/0kANhhed8jVWlINs91xC6UGagrehQgwoAIA0bPUES77Nwnew6rgqvwK3OcJSLcbp4XBYkgcd9aqcFfJkKIZikaKFCDJMpylUToifOTZwQEiRPk+Rk7QRFaSgMA0GTuTIohJa/edu84QKCIwNyXzlxTwpW+zdbWMuivQ4lf4ZqBXTrprf/piNGJuh7L9pSQOnrooPA6P874aN3gQeEPrMttu0szDHPPPfe8++67dcp79ep16NChGn+/zZs3A0BaWtqBAwe0Wq1Wq6VpevHixb7KlTZn2/WwI3Oi1I0TWHhoXfvnnj0MJ0tdVq/ol6uctng+O2IZf/3lVQw+KAKfNKHH878VVLpb1oGDBw8+8MADLpdLFMXnn3/+o48+2rJlCwB89913b731FkVRiqI89NBDGRkZx7LyAeCpp556/vnnKyoqEELPPvvs/v37fe2cOHHiH//4B8dxFEU9++yz+/btq7lE/aaa6E9BQcHKlStXrly5Zs2akpKSFt1L0xQVFR04cKDm6549exqs5na7V6xYsWzZsi+++MLlcvmxA50Rn9ADtAhZgXf+KBkzOpa8YIJEEfj1o2OX7iripYvbOMXFxT17XkyvPWTIkLVr1/br1++ee+4ZMGDA2rVri4uLRVGcN29eUlLSgQMH9u3bp9FoFi5cOGbMmPXr19epXL8bO3bs+PTTTz/66KPVq1dPmjRp+/btERERCxYsSE1N3bx5sy/S28KFC++7775PP/205qyAxJvJlkzryXLv0EHhLT0xNkobF6t/fXtRW/SqdQSE3qlBCKlUKqPRaDKZKIpi2YvZN7VaLYZhBEH4FmY+CwUMw1QqVYNCr1M/QDvjEW27y9+P1bc4KIOkyLICNA657kM6MqbIjpe5ZaVhowGEK+AWq3dXrHCLttEh986IfGe8+bV7enxzhSqGi51x/yWULSWJrZrw6paqGCQvOIqDPOUX49DRQ8vJm844XQ6b3avIzbKDwAmMpMlmTp6bgGVoo9loDDGqDWphVzzBguQ+A7UjWCAS1wwKqBhaSkfRr3dtPjlcPmpMbIOH+iWbVh0qKbTxUXqqwQpXzsCBA7du3VpcXFy7UKVSzZs374EHHkhJScnLy4uLiyNJMiYmZsiQIQ8//HBycvKZM2fmzZvne/2Y9N3UoK7KI2pUDbhPYxhS0bjVIxkYP4ygF34vHJgWxjQesKc+BoLNoFMAACAASURBVD3dM8H41u7i1ybGXL42AADIsvzf//73rbfe8pkk3HjjjTNnzvSFffr5558/+eQTn6O4Xq/funXrgw8+CAAWi2XhwoU+d5vExMRPPvlk+PDhAPDGG2+88cYbCQkJADB27Nhbb721X79+vqvUb6pXr16NdSk3Nzc6Ovraa6+1Wq3Lli174YUXfPuxV05eXt6HH35YkxV8+/bt1157re9QucudU2EzqZl4o+7FF1988MEHY2Ji8vLyXn/99ddee80vV++kDEhq+BkVoAnyqr1qllRfulOtUZMsQxbb+bgL5rBqtdrtdteE9a2qqsrOzp4xYwYA9OnTZ9OmTb169erbty8AmEym3NzckpKSyZMnA4DZbI6Pj69TuX43hg8fPnr0aEEQli1bpihKenq6yWTKzs5WFIUkSb1e7xu5FEVR1MUXjSZId6KkvG9YMBZYZjTJC78XDh0cjrVqIjt4YMSq7089MyYySNUhpluBYV4fjyBmWCrDtOpwXced6mzatKmkpAQhRFHUnDlz6hz1OcY2ZjwYEHoH5Pfy/2kZF0u0+LHA4HhPo3KmGpNkqZQ72Us9Ice11817jKxkuOAL4BKkchduE0SQFYQVnLFv6a0bpyL0EWwf/94Fru5PmuZK7q8orAWbkZyDFD06RRQI4xzJ+lVNucQDDOfovjd539wkywrePjnVLoViSHemDhTAAANAstUOvIh1yEy3nYIO8drr2vCSUmzlzKaGl08IQxEhqpNlbj9qGVQq1cqVK2uXPPnkk74PFEX5EkzwPB8dHf3uu+9aLJaIiIjly5f7zGhnzZp14403VldXh4WFEQQBACaT6abb5/urb52LRBNjqfIqslJHUer1im5OCtf6IX4bJ8pbz1TfObtfS0/slRy0+vfc5msZysrKWJat8XqgKKrGNebLL78EgNLS0sLCwu3btzMMc/hM7qDkuNDQ0JqIHuHh4dXV1QBgsVgIgvCpGACAYZjaJp31m2q6VxRFqVQqlUqVnJzsM/D+6quvfEGt5s+fX9/SOz09PTQ0NDw8vKSkpLy8vF+/frXr107+Onv27M8///zxxx+vc8VqN6eAYvVyO3fuHD9+vO8fEhsbO3v2bK/Xe9kOd2F8Qr/avehkhGkph1uQZaX2ElSSZJdHqL2qHDx48NatW+fNmwcAgiAsXbo0JibGZrPp9Xqr1erbday9oxgSElJaWmo2m0VRLCsr69mzZ53KdWAYRqvVAkBaWlpeXl5QUNDEiRNDQ0OdTqfPEaOwsNBXUxQvGkBVujwAwIsSQwZmAo1SYuczy92jJrYy8ZNaRcREaDeeqb5jQIh/O9Y6AsO8Pi5e4ESp2sN1WC3DqVOnqqqq7rrrLgA4ePDg3r17U1NTVSoVhmEOh0Or1aakpNA07XQ6MQwrKChISEggCMJms5WVlSUmJh49mz8oOc5isZSXl/fu3ftKsqQH8AtZjj0lngOJQa188BY6QJQgVCNxApvh2hpEC5Ue3Cko+mBACCwuucrDjgr5h6JI+Z4/++gmx7KDEWojoWOEaSZn/wHgopZB4gHhyG0x4BTPBLnqKLEFN+JdPeio5xWhEjdMkFyH3OUn2SAHwkEWAOmHKIcEisTxxiOUtSkIIUVCIoeQKhEAXPe+rLi91MQRzEN1VXsBmkNgbtHmIAAFFKVxOxtFAQyBW5CLbHyZk3dwUqSOCtVSZjXZdjtMBEEsWbJk3rx5cXFxv//++4kTJ3zb1wCgVqtrJ78EgG47KYkx0H1C2eOny/v3vWSL4OCR0ltTgml/PAT35jlCTSzLtDi4ZohJ5RLlvGou9sJ+qUql8rnA1CBJUs3WpcPhqJPSMjg42Ff/888/37VrV0xMjE+tUFJS4pN47SU3QkhRFACwWq11Mq2aTCbfOr/Bppq+i4MHD1qtVrvd7nQ6w8PDT506lZqa2r9//w0bNpw9e7aysvL06dOPPvooz/NLliz517/+VVxcrFKpwsPDHQ5HaWkpQRC16ycnJ9e0TNP02LFjN2zYUMevVVHOGyjm5uaOHz8eALKysnJycgAgMjKyO2sZuu0wvxJYEhsVrztyzDJ4wMUgKYeOlo1LMujoi4O6f//++/bt+/DDD8PDw0+cOHHXXXcZjcbly5cnJiZmZ2cvXLiwxh3Jx7hx45YuXZqRkVFeXq7RaGbOnFm7stPp/PHHH306izqEhISUlZXddNNNy5cv7927d0ZGxt133221Wk+fPr169WqLxTJ8+PCa0zGEGjO0DVDDpkxrQoyhdYYMPqJj9D+dquogWobAMK+PAh19FOzZs+f222/3fR46dCgArFmzZvLkyVqt9ocffpg/f/6OHTvS0tL27NnDcVz//v1Xrlw5ZsyYAwcO9OvX75NPPlmwYMHx48dPnz7du3fvFStW3HfffVf1bro7kszvrvy/UI2MUCujqtt5kSHJMDU6Wc6DDCoKM6txAkMuQap044KsmRe7UkXoAaCffsplW2sVsjdnkew8CFQ4AE6xTgAQvUhwqUWOAiwEgxJZAoWLdpWWscZqvNbEinfqSfMikDlFciie00ziV0LJ217rJ6zJQaiAK9mNj7+F265yuLxqlmh/jZjLy2EDbN4qLRl2q+L2ylV2Qq8muqtB95UT0DK0OSSOYoOYUourvns/AEiyklfqeHZzwRmL26ilNCqSxDG7W3C6BQpH03obZ6aYru+h97u6AcOw//3vf5s3b05PTzebzcuWLWvCN+/o2bwBPbupxd2qW3uMXP6Xxy32TwllGdzhEg4fLbWVOf6zyD/5cvOtnE7XyoA5Jh2dZ72oZYiKijp37lx4+EXn4ezs7JpIb2FhYUVFl7gH5+bmRkREnDhxYs+ePStWrPD9AHbt2lVSUtKExIODg30ZuWvIy8uLiIgAgAabavoWEhISBg8ebDAYfDu0cXFxa9euPXz4cE5Ojq/NBi29a6hfvzYDBw5cvnx5ZWVlg5fWarU+5UhQUBBCaOfOnSaTyRefr3vSnYf5lbBiRo+RH550OvmePYMAlIwzFdZy97f317VOuv/++202m8fjmTZtmm+APP3001ardebMmXAhJBsAJCUlJSUlFRYWzp8/X6PR0DT9wQcfmEym2pVlWfYFbfUxYsSIms+jRp2PVvXcc89Zrdbp06djGJaTkzN16tQ+ffoQBOHzZvJpKAIqhuaQVenVGq5I+WgyMulnKvzVnyskMMw7I5Ik+dwJv//+e4/H47M2bbDm1KlTjUbjkSNHNm/enJiYWFpamp2dffDU2X6JiYIgZGZm1nl9B2h/zjh3AiqvrYZuKQlGjMYUABShFWVFMTGUokChXeZE3XDT3QnqESyh92OH6yNzhbL7gCaiQhbKZRmRjKKIyFNpoiJeZNiemKqPJ2sejnZLAoZpJ7ir9rJBhcSFh6gsKHLRyzgjYaSLr9TKIgOYimQFAEAIGFOVp+pFzae/uZ56l88tYtRXFk+yGUiixPMiw1K+97IoAnvXkyjSgetHA2B4RIhYUkHFB/LytJKAlqE9uHdI6CdHy8In9qhvz3DkuIVVUQn9w8ZEauv4IFlt3Nlc2z0/55oZ/L9TYq6N09U9+cpgWXbijdMUABV5GWVhSo9o/166ExEfxBx6KPWZzfmff/OXpCgsic8ZEPzizFR9y60PGqTKLZKtfdnQNF5VKwDkzTff/OWXXw4cONC3IS+K4ooVK6ZOneo7qtPpYmNjt27d6tvALygo2Lhx44IFC5xOZ3BwsO/xKsvyunXrgoKCmpB4UFCQwWDYuXPnddddBwDFxcXbtm2bO3cuADTYVNO3YDKZavQgAPDZZ5/deuutZrN5w4YNvpI6lt4kSfpUA744I/Xr1+Hvf//7hx9+2OChQYMGbdmyJSEhISgoKCgoaNWqVf3792+6t12b7jzMr4RwHXX8kdQ3dxRvOVIEADf2NDw5p2eDD1W9Xq/XXzL5q2MWVENwcPCqVatomq6srPQNrtqVFUUZN27cZTtWU1+lUpEkWTtQnI+ALUNzyLfxakMDOwTNR60my+z85eu1C4Fh3hnxheseNmzYzJkzc3JyfvrpJwzDfK9Cu91euyZxwc+fpunRo0djGJaQkBDfI/67Nd/27dt3+vTpFovlKtxAgFrkufbraBGg9V7SavL8pNHIkAAgKco5K0RQIydGP40jP3jyXhaFy8NJGWGA04CDIgngtpjIqFcI4/kJJxP7P++5BxB3WLb/ouARgluDMJfgYhSFVYVUY7hywYyjSpZAEQGngf8ryPNzT0wtygDyYjtU2TG8zeMyyLLscHAoJpTLLQUCYykcWIboPRAubLuyz9/nXPSa542VxLAURLXH/7aLEdAytAcPjAj79kTl7n0FI4dH1Ta8PH226siJstk3J+sb2s026OlB/c0DU82Z2dWzVmfd0tv49k1xhD+ioRwudC7dU/L7WZtHkACAIbBxSYbHrg0fHNWwUVBmQUmflqS/qqioePDBB2vHVP/nP//py/kMAMXFxT/88MNDDz0EAJmZmUlJSa2/k3YhQkd99rdE+Bu4eFlN+dl8y6QiRb6VKTy8nGSq5fs9cuTIEydOzJkzJyUlRaVSHTlyJDU11Zfmysdzzz339NNPb926lSRJi8Uybdo0mqYHDx783XffPf744zqdrrS0dNKkSZ9++ul3P6+/fcbNjV33hRdeePrpp3/++We1Wm2322fNmuUrb7CpP/74o362y8ZITk7+6aefDAZDXl5eUVFR3759a1t6A0BaWtry5cszMjKOHz8+cuTIOvXT0tLqNKhSqUaOHPnxxx8DgM9QfNikG32HevToYTAYlixZ0qtXr+zs7MjIyJo6Ddqid3laOswD1KCh8FduiH7lBr+t3xiGWbRoUWNH62eybJr648JHQMXQHLALzmKtR4G28oluOYFh3hkZM2bMW2+9lZ2drdFoysrKgoKC0tLSvvnmm8jIyIKCggZPmTBhwmeffRYbG1tUVCTRGr1ef+7cuZycnNzc3IqKipr5WID2R0uG2/yqdcyzYjHs6BtCn2y3DAiKUIlwruYrb2cJ8z/JCyoGAECkie35BZf/olj5LaEbLDp+B1kQ+EhcnSp6fqH1F+8fwwFwAAAhQw+ng3EVKXl4+XQFdedU4aPv2ioq/sU7AcAwPD4K4qOQXuNdv1OyuTxLP2cfmQsEDgB4j2hMp5FtTrmsEo9u2IAoQBOg3bt3XXvtqMtXbEtOZ+ct++KnYeNG15SMTIpLDvWb6fK/P/rmzLmC1x9dEB5i8lebLcXqFe9ck320xN2zZ5BOS7k94tlzVo4TbxwfHxxUd4upPpwg/b4tNxiDH+9MupK8BqKsPPpL3rcnKgb0D+sZb1CrSQBwuYSz56zpx0pv7WdaNjWOrKc+9PAC2xIdnsVieffdd1955ZUGj8qyLAgCTdMA8OSTTy5ZsqS1d9MV2J5tW7Qh/+abLqpaZFnBEGrOy+LTr/868I9+NR4TPlwuV3Z2tizLcXFxdXZKLRaL2WzOz89HCEVHR//73/8eMWLE6NGjAaCkpITn+ZiYGISQy+WSEaZVXeZnmZ+fj2FYbUsEH3WaommaaEkUZZfLRRAETdMcxx0+fJim6dqW3gAgSZLD4ai5tdr1fT+qpjljqaz2cASODY4KAwCe5y0WS02s0+5MS4d5gM7OgbxiBSAtwhyI/tgEizfn/+GGobXibrSUUovr+MHCIw+m+rFXrSYwzOtT7nJnV1h1DN0n9KpNEZuDzWaTJKnGQpDneUmS6tso1SDLssvl0mq1PqE7HA61Wi3LMo7jXSZ7pU8DKMuyJEk8z/M873a7OY6Li4u72l1rlKPVa086P4jS+eepKynK6XLl3oSfKOzySwl/IVavl8qeYIPdoCiiG3kdUWTPXwplA68AAMgAFEBk4SzJdRwRJrbXBqHqe6X6LYTLopICfClCboRkjPAqLhU6S4kng+UCg1zKarU6giIEXnR5BKApCimqliRfa+W9CJLg5T0uTvP+s2J6Bv/5eowkyPtnURNHyJU27sNvlcOnEY4R/7iNHDu0rTvTphw6dAjHcY1Go1arWZalaZqiKII4H/yiwWfCqt1Haj6f2LP/7lsnpyTFN/+Kp0+fCswt2gkDQ6yfl3wg3/HfXcW/n6yIi9YOTjX3iNU3M6YUTeKTb0jYtbdgxheZWxb0bp1Fg6LAnNVnT9vFO2b1ociLu2FqNZnWL6RPctBv23Jnf3P2+zuS6vzYisurEyIbzpDUfEpLS/fu3Xvo0KHrr7/e55z89ddfnz17ds2aNaNHj/Ydmj59OsMw33//PUVRKSkpN998MwBs27Zt3759siz37Nlz9uzZV9iNjsaIWK2lyuvxSg4nd+SEJa/I4fGICECvoxPjDQNSzHWS5NVgqXCrCayOigEA1Gp1amrD09knnnjikUceGTBgAACcPXv24MGDDz/8sO9Q7WgOarU6u8hyWS1DTbqKOtRpqulG6lNzCk3TDVp64zheW3tSu35LrwUAFEXVV5R0T/wyzAME6GIkhbAb06uupIWKKm+SqaOElQ0M885LHX+rBmMV1QbDMF/qGZ/QfZ8DCSauOjGqtAPVpFcUGeJKHW9dglTqRH31U9pTxQAAuO46yT5tX5HlHKQOUFUdNjy0J4dmcO95v2+keARlccijWvl1OuoVRBqp0Ls8tq3gPYqpQujeK2WhSqrexBe+Iy8eRKhIEpE4gRNGwpfNjaQIA0lIooST/nFMbhqCxHkRpyZfiyfF4kmxwvqditUhnTjr3nlIOHSSoCmSwjleJFUd5RneuQhoGdoVisB25jpumZIQ0khiyyZACEaPiN64JfuR9bnv3dwCZVINHx0sO1runT61J4438JqhSHzShB7rfs38YH/pA9dcYhdk0rV4rZiXl7dmzRrf57CwsNGjR7tcrq+//vqDDz4AgK+//hoA5syZk56ePmvWrOzsbN8hDMOWLl366quv4jj+0UcfHT9+PCoqaufOnS+99BIAvPbaa13P0o8msHE99b9uzamyegf3Dx0xOEKnpWRZqaz2nMqs+nzNyXHXxiQlGOufmHGm6vb+Ldt4efPNN999992PP/6Y4ziGYZYsWeILKFWfVki8LWjM0jtAW9BBhB6g/UAIAk4Tl2NikuGf63OlK0jeXlhge3Zoh0gwAYFh3i0JCL1DYaLjrg1+8I+Kt5NNTWSfuzxlLtnuVQ0LujtFf6Mfu9ccEK6zhP77c5eDJvA/FQzjUKSWrP2ErJA5Tj081PTLhQKC6fF/7pPXgX2bZD9IGCdgQVMRGeqld6pZqgHNF4L2UTH4IDHMtf+E4vYiFcM8PEc6mkHdPtn98odEnwQ5v1SIDlU9eDue2Ny08QFqE9AytB+yAnd/nz1yeFQrVAw+EIJxY+O+/SHj9v7BI+O0LTqXl5SXfiuYPDmhQRWDDxxDo0fGvLIha8EQM1MrTaPTwxm0LXtL6fX63r17+z77NOgAMGLECLPZ3GDwId+hH3/8MTk5OT09HQBiYmJ27969aNGi5557LjMzMzc3Nysrq6qqqotpGQBAlhVJUv4+qzdNnR+PGIZCTKrrrlH1TTb9tDFbUZTkxEsciKptXFZO9fpbWrYIDwsLe+2115pTsxUSvypU7zuR+9bXtqOZoCjafomxD88KHjf4aneqs9JZhB7AbwRUDM3ArCFTwtRZOdbkxAa0vZfF4RIKS5wTkztK+KHAMO+GBITe0einm/R72f/K3BiLy61LNmHxSBwfMSfmLTXRmufSFXLOI7+V6zGqVZpGgsdTBP52nucaPTHFTKkw5JSUzZWsOXLHcI0Hp0wAgOhozKmTxW0dwbiGpAnKw7ufe1f938eIIf2IIf0AQP2fxwBAsTsBw5Cmlau2AAEtQ/vx7bEKhwLJDe1LNx+axIcNjnjkl3MHH0htkWPdzhybTk9dVsFhCmKD9PT2bNvk5Iv9JFpu1mUwGFJS6uZ6rGPvV/+Q0+mUZdnhcAAAwzATJkwoKCh45513Ro8eHRERMWjQoJZ2o+Pzw4nKQ6WeW29OJht6WAcHsbdMSfhuXWZkuFajPu9MywvS5q05r0yIrh360b+0QuLtT+YLKwo++D4xwdyzVyggVF1eemLu4pAZ1/d77wlofGxgCAHA1X+tdTw6hdAD+BGEkKIoXcZDu+14bWLUrG+yEuP1TejoG+Pgn0UPjAjzV06iKycwzOuDAQIAf0TWvvq4Bfm74xVBLDG1d1DNyA4IveOBQug4i6sAA9QnuNEJi6Qo1V5RlBQtjVd7kZPHWAIRuGBiUbkTuzP231dFxQAAnxZ7dSqqMRUDAOhogiOw/U7pT4f7znD6hFM+4FAQMN9VUL3Uci+VICrK78cr/5bSZ1hRXv3TRV7EyXaNHqJiKWtWvph+hhjUu3Y50jUcFD9AMwlMttuPl7cVDhsSceUhYJMSjJWcvD3H1qKz0otd5tBmmT+EhGmOFrlql+DtpWv0mT+MGTNmzJgxOp2upKRk165dt91227Rp0wYPHlyT1LArsXhr4YhrohpUMfgINrIpvUMOHSvzffV4pQ2bcyYn6O4b3vpoZJel3STeaopW/1by8dpRo3rFxps1WlajYaJjQ0Zdm2z7Zc+5t9c0cWJMkF7P0j1MDWcQ7M50fKEH8C9mlulhMtCBFcjluDZONzRKvfdAcUtPzMm1lpW6Hh8V0Ra9ah2BYV4fo4qJMehiDH5OFt7+KApcv+LUsqOV/29L4WMbcmvKA0LvgAw0zJYVicJ0Nl5ssILFLWVUIlq+Jpq+w+IMDqUmzI5aOdz4ZAz9tzwbUBijI9twEtgElYJcxivaxmetPmgcC1aRJEWuKOZ3VwtBLBGqpsxapkDCNlqlLXaZCzcf7tO3/omcm3NyksPV3tl/CYbiPmxq9higFQRsGdqJrApvlUeKDm+Zm0ODIAQ9Ek0//FU1NqFR04D6lLtFsnl2WTRDlLkueep5uBaP9mPHji1evLjm61133dVgNbvd/uuvv/bq1cv3dciQIbt27frPf/6j1Wrz8/NfeOGF2NjYZcuWnTx5sqqqSq1Wb9q0qeNnvmw+Zyu81V4pJuIyv4q+yabvfzk7ZkRU1jnr3v2Fdw8MefmGtvUQa4XE25kzT78/oF8UdWn8YYLA01Kj/3htVeyiGVgjcdRpHO9t7tCBxK8WHV/oAfwLJsvmgCFo8/jsb4nD3j9x7K/y/v2aG2GhrNy9Y0/Bxvm9tK2yiG4jAsO8PhhCEfqusGNZ6uBzq7i75vaz2bgfN2W9dWOcrzwg9A6IIHtF2eMBotqNG+qFrrbxgoeLuCP6DQMVAQAjg89PoQ1UeBTb74T1JwE8nOSi8fZ2hCnk5P/meoMaiUpeHw2Ja2pFWCAQ6C+4BleJMu1yi4JIXJrkCGEYFh2mWB2c00kzlKIoqF0MjWgMPBDwIvQzAS1DO7H2VFVinN5fuWwTYnU/bzj73rT45tsThagI3sZdvh4A5xXDgi+JXWxsoUef2Wxet25d/fKEhATf0UceecRXsnTpUp7njUaj7xAAPPbYYx6Px+Vy+eIvxMXFLVmyxGq1ms1mAHC73S3qSQfnTLknLJi97K/CqKc9HnH19xkGCn3xt8RxiS3QLrWOlkq8nXFlF4KXNwY1MC9UaxiVhrUdOWMc3q/9O9ap6eBCD+B3AhJvPnoG33hXrxtWnnI5+WuGRlx21ns2x7rrj/xP/5Y4KKpjLV8DQu/CmDWklsb2Hiyy2/lrYi/uXgSE3gFJ1l3/Z9UXXtmuyHobV6GnL9kXqXZT15ju9qkY6sDiBgQEKLy/FhTNxyMp/8vzaBlS7Y/QjCRF5Awb6Plti/bSLSGSIdw5hdTtk72b97rLqhRJVOnVDE229f2KgkQM6xD5hrsSnUPLoCjg5bhWq5hkWQYAL8e7vc1aZjcIgWMU2fos0wcKnc10WGgORgPDSVDhFkLUze3SoCjNymPNSsdlKXMOTouuXVJSadWqwhqr3zqsXvH745WnLB4jS0xOJgfXmoqxLFs7eSFFUT4VAwA0lhOhk+IVZBxv1oOTItB7N8ZM6WVsH9/RtpC4HxGq7BTbaBIvmib4ypb5EwWADi/0AH4nIPEWER/EHHwwdc7qrNU/ZgwbGtEjuuFtg8oqz8FDJU6r5/d7+qSGd7jVXUDoXRgcQ9sX9nl/X5nRTD808mJK6YDQOyAUxg4wztpR/t6I4HsPVP+fnrqYbkJSFKegxKgGNHgihvAbI16s5M/RWHs/Xn4s4xGO+0XFAAAaCi9Ra84mJ/XNOkszF9cyCBBD4+6VPzFzpoiZueKhU14ZPNVOjCAUAEUQCYbSsKR/DRwUReEEiUIgbDtIjh3qx5a7OZ1Dy/Cfj1efzsm/wkZefv+LKzkdIfTAHdMH9e3ZutOL7UKPHpdJbtwidGqyxM43X8swKk7ncPKWCrc5uKmFenml22blRsdf4qAYG+bntA6/Z9nuWH02KkJrDFZxVfzyL86M7aH7ZGYi2bwld2NwHJednQ0AJElGRkZeViXhcDgwDFOrzz+pPR6Px+MJCgpq+qwa3G53bm5uzdfIyMgmwls2SISestsvb8rI8ZIsKzf2MrZbKBy/S9y/sFGhbru7scB1LodXFRuYUbWYDi70AH4nIPGWYmSJjXf12pBR/czmgt1/FPaI1ZmC1SqWIAjM6eRtDr4g1+ryCE9dF7noml7Ulb3O2oiA0Ls20Qb635PrOlQGhN4x6a2fcKj6aw0RpMfjrXym4YI5g1MQw5l+LN5AoJAyLvOkbYOocEYyxsaX6qn2m+oUcspeuxiurefd0VoQgJoiNs+fE//4v0gKr51sgmEoMgR3/rydJHHKqPZ4Bfapu/HEaABABi3/1Ub7LzvVDEFQ/lnDKrLi9gooLJhfvwtP6RnQMviRzhESRu4QCbcU5Qq6UebkVWzrTSHqo1GRJQ6h+fVJHL12Q/SuPQWiKDdWR5TknbvzX7ohmiYu+WFk5pe0mHsr2AAAIABJREFUvqP1OFvhvf2bsxPG9xg/Nm5QqnnEkMg5s/ocswlPbGgg0myLyMvL+/TTT7Ozs48dO7ZkyZKtW7c2Xf/w4cPHjh2r+VpeXv7XX381/3J//fXX6tWrsy9gt9tb2uHBUZoqO+d0XUaOOXm2UQn69owE71+J+x063KROjCopasA2p8JiUxhK27dH+/eqs9PBhR7A7wQk3jqm9DIe+2fqznt6z4hWGWyuisyKc8dK6QrnSDX6bEaPwmcGPXJteMdUMUBA6N2SgNA7JgymuSNmRbxqWLJ2gou/OOsWJYUlLgaotvJFh6u+y3Mf9UqONQX/PGXbnOHYtqv8gy/y5v9Z9TUnuRpq2//8Ws6paZzw60xURxOFQJbcfrOXk+ocwglcr2NULMkwlIalPG9+gkwGLMKMVCy9cAZ+TX+Xm/NwgsA1FDtTAa+bt3sEh5tvbOEmCpIoijwn2t2C1epS0nqrXnsIAPCURD/eYIDOYcvw1MLbr8Rjwi9coccES+CiWHcUXQmCIKuplimJ5g82b8uxb9ySM2FcHEPXFT3Hi79tyxsSyt4zpG7c2r7xUVfU10v5987ClH4hkWEXbb0IHBt3Xeznq08+Nzay+dYZDZKcnHzTTTcBwMyZM5988snx48e73W5ZljUaDQBYLBaNRiNJUl5eni+fhQ+32+1yuUJDQ/V6va9+cXGxKIp9+vQBAI/Hc/z4ca1W6/tam379+vku56N+zeLi4ry8vOTkZJ+JBMdxJ0+eDAoKiouLAwAKRwuGmLcfLhk7utFojqIkHzlS8umtCVfyb2kp/pV4W9D33cf/nPL/VCraUCs6g8PuOXaiMPWLl5rIZBmgMTq+0AP4l4DEr4SkEPaxEPby9ToYAaF3QwJC77CoCAMAEIiSa/lfqUk8z5ouyF4SY7yy87vCh2jKxtuM98R/f1v0e1oiBEP4ltJ/F7r37Sr/8GDVl4maUcFUQm/dDSqirZJnibJyzCFG6xj/NuszZ1iXNuj+b9axDNnYxE2QFSItGdEX7cHpv01wHTrpdXKkmqm/ZnC7eTEmnP77NOGXXe6jp9Uqqo53G+/l3TJSvDzCMPaVRXhiDNKoAECz5j+I6Bzr4s5C57BlQAhYhlZd1b8rUTEAQLiOdLoaTlcjSnJOnu3PY2V//Fmc/ld5RZWnOQ3a3UKkrsUuGJ/MTJgSp/nm+9OHj5XZLgSDtNm4I8ctX6/JmBit/vK2nvXH+bGsK3VXqc3uXGePuLqPQoYmYsI0B/OdV9i4LMuSJLnd7i1btviyUaSnpx86dMh39OOPPz59+vTTTz+dnp5eo+C0Wq2vv/46hmF5eXlbt25NT09fvHhxUVFRTk7Oe++953Q6X3/9dYTQmTNnPv/88wYv56N+zVOnTn311VcURb399tvFxcVWq/WVV15xu90HDhxYtWqVr4Vnr4+qtjhPnKpo5HaUbTvzR8dp2yHiY238K/G2wDC0T/8vXvzzaN7RY/kFueUFeeXHThTsO5DV693HQyYOa/pcFy90DPOojkXHF3oA/5KenS/KjZq2BeiSBIZ5g/CS1IVfCQGhd3Bi1YPcXtbiOb8TyRC4ivRsKfvPKftv3+Y/oKHdJMJj1dcAgJlOYHEdjaknhj07OeL1YUHzFQU769qcbv+/VblzKrhzbdRDhCEFELRBYDAdhecAyY0Z6vY2bNUriTLHi+yTlySqwxKitd+8yTxwG6qXFYL3CgJNq15aRAzoxTw2Two2eOq1zCkY8/jf6dsm0vfMINJ6oQu5lhBFQuCd6FcCOpt2Is5IFzjqxp5UZOXwX5ZDR8tMQWxYiIqi8Eqr5/BfFpYixoyIighrNLKLJMkOlxCmbbGWAcfQf6bEzhsYsuyPkvUbzla5BAAwqoiJSYb/LujVWKiqAUmxLb1QE8iK0uCTCiE/uMbs27fPbrdLklReXj5q1KgG66Slpc2dO9f3uaqq6l//+tcrr7xiNBorKyt9haNGjbr++usB4NVXX+U47t57742Ojq6oqHjnnXfqNLV9+/aioiLf53nz5tWpabFYgoKCBgwYkJCQwPP82rVr58+fn5iYCACvv/662+1WqVR6Bt90V++Jq05VVrmHDopQ1coPVF7p3rO3MFFLfDyjldFAWo1/Jd5GmCdfMybz++LVW6r2nlAkST88pddt42mzsemzCmyOIqtDTZMpYc3NSNdN6BRCD+BHCDV7tKhsQGQogXWO/YZW4PV6MzMz7XZ7fHx8ZGTkFbbmcDi02uZGcXY4HCzLEpfujGVkZKhUqpiYusZrdrtdp2vADdvvBIZ5fRwcf7K0wqxR9TC11Vbw1SUg9A6OjgydHbN8Q+lLWd5cs0rS0USUDit17Tls3WdQCxqSyKjAbwqdV/sUCmPjVEM1RHCue4+kBCkg99YN0hBtFYADB9DhIEjQQhPqy4MQqEj88JxbRuxPF3iRvDTUgihILo/A3HMrqp9rliTw6FBBukQpIMuK2yuo/vuwrz5SMcxzC90Pv8le6rFOIIX/eoNq6ePo0pTn0sls19Nvsw/OJieO8OM9dmcCWoZ2YnJP/Qt/lPbve3FhI0ny+t/OiaJ82/Rko75WPBUFMnOq1/+Wfe3QqL7JDUcizCtypEaqWLKVwz0lTLXy1gQA4CUFAC7rQXrozLnByfGtu1Z9hkZp8grsRsMllldeTiwocw2+4qRfI0eOXLBgge/zE088MWnSpNpHffYL0dEXM2j88ssvKSkpubm5RuPF1WlNAEgMwxRFWbNmDcuyBoMBqzcXHzdu3KxZs3yfKyoq6tS87rrrXC7XG2+8QVHUPffcU1paWjPNNZvNFRUVvrlmgok59FDqS1sLP/32ZJRZrdJQiqJUVno8XvH5sVH3Dgttn7wStfGvxNsO0qCJvX9G7P0zmn+Km+MBgPOr+1LXoLMIPYC/cAsiAIiS3FW1DPv371+6dOmAAQOMRuNnn30WHR29ePHiBkPGNk1mZmZsbCxN0wsWLFizZk1zTrFardOmTbv77rvnz59fU/jzzz//+uuvc+fOra9lmDlz5saNG3HcP8HbmyAwzOvjFUUA8Hbdl0JA6B0fPRU2O+b9M/btB6u+LHGWkRjJSxCmEfUU6eBFDJhNpa+q8eBhpr8HURefHsFUj7mxq9qnh5KCkKJAG+ST1DPkeqt3yANzvO9+SdbaPHV7BV5BzP+7kxwzuMET8b6JsiTLkozhGADIsuxyC9TNY/DkuIt1YsKRRuX08gSGGOr8A5alSanY4nltherFf9R2sBUzcwkced5fHdAy+IuAlqGdmJBkuPuHbE6Q6As5YLbuzicIbNoNPbA6i0gESQlGc4jq23WZOi0ZHdHAzklBvv22vqYr71UzI1T59/309HUR4z8+FRWp/f/snXd4FFXXwM+Une3JpvcOgQBBuoCA9A5SFEVFBV8RRHgRsKFiVEDgFSuCIn4CCiqgFFGqdEGQQEhCSG+bbMomm832nfr9MbAsyaYQkxA283t4eDZz78y9u+fcmTvnnnuOr/fNTa0Mw546q362l3/Q3e8BqQcEQVAUlUgker0eACiKUqvVAOBsLHjmmWf69+//7rvv1o65wLN3796pU6dGR0fbbLaEhIR6mqtd86+//urbt++ECRMyMzP37NkTHR2dnp7es2dPACgsLAwMvB0cWCXBP5kYuWpM+F/5huJqEkeRWL/gPqGK1rcv8AgzknaIIPT2Boogbrx1iGXZlStXbt68OTj4Zs75d95559ChQ+PHj7/bS23cuHHp0qXO5ukGOXjw4AsvvPD77787WxmSkpJefvnl7t1dpGT/5ptvWsHEAMIwb5cIQr8vQADt7DGis8eIKlJNclYA2Ff0OsVafaRYqKed49IrSepiJTIu6O3W7xvJcjaW822ZoLYEhkjF+B8xnSdbbCATAQBNMTaaZb08FV+8gUjqzmqBoXjvOPJahkRGAIDJQuGThoqfnXxHHQSRfriIuZ5j+/JnCXEr8RwCChlRfS2TvpqO97odo40rKEGBQ/DWuBW3EwQrQyuhILAxsarkVG3fnoEAUFxqVmtMz83oUtPEcAuVh3j0kIg/z6mfeTSuRh2ThcrOq5oxuc54gc1OUlZhj47N1lz3IPmmKdEv7s3s1MHHz09mtTHp6dr+oYqVo+9iDlcXZ8+eraysZFnWYrE8+OCDOI5369Zt165dVVVVGo3GkbTSGRRF58yZ8+23344cObJ2ad++fX/44YcOHToYDAaz2VxYWFh7GaqumtHR0Z988kn37t2zsrIef/zxqKioNWvWJCUllZeXDxo0iCBqmlRkInRUx9semxaKLa4mRRgSpBTVyPrR0jSvxAXuCwShtzfc2MQAAGVlZTKZzGFiAIAZM2bk5d3ct1xYWHjp0iWCIAYNGuRwXktLS3OYm2mazsnJ6dSpU1ZWVnV1dWpqKm8FoGn69OnTJpOpZ8+edT0LAODw4cObN29OTU1NSkrq0aMHAGRlZZWVlWVnZ6tUqvDw8OvXr3fs2PH06dPdunULCgoym28HitdqtefOncMwrE+fPs79z8/PT0pKQhBkwIAB/v7+TftZhGHeDhGEfn/hRdycDD8d+e3hkg9uVGSIUDTGGzFTtEp0bwJ5shyI8RZc9fIU45dMlOSRiZMPH6ExlEFQ8XOPSMc8BKIG3lKJx8daLqeJOQ5BEJblRBOHAFZztoyFB2HhQeRPh0mLhWU5sVTEe7RJMKB+P+NsZRBNG2E+ch6XYZaETdI3n3eONynQNAQrQ+uxZmxEny+Su3b2lUnxa2nlfXsE4vW+OkaFe/ydiKo1pojQO9wZLieWzOkTENysy/710y36325nrcH0eJ/+4cptidqUclOIFF82Jcr57brJxMbGbt26tcZBgiBWr15dWVnp7e1dY7Fo6NCh/IeoqKiXXnqJv4JzheXLlwNA586dSZL08PAgSdJ5k22/fv369budVrdHjx41aqIounLlysrKyhkzZvBNr1ixQq/Xy+VyUb3BRA9lVK05XXK1yKhSECwHJgs1KNrjnWEhD4Y3dkvwv6TZJS7Q9hGE3t5wb1+GgIAAiqKOHTs2atQo/kh8fHx8fDwAHDhwYP/+/dOmTauurl68ePGSJUt4Q0BCQoJjQ4TJZFq3bt23336rVqtNJlNOTk5ISIjVal2xYsUDDzwglUqXL1/+8ssv9+/fv3bTV69ejYqKkslkkyZNOnDgAH9xtVptMBjy8vJCQ0PDw8NXrFgRGRkZEBDA2zUcTScmJn7++efTpk2jaXrx4sUvv/zykCFDAGD37t1nz54dO3YsSZILFy587733Onfu3ISfRRjm7RBB6Pcpcsx7eugnAHCkdE2F9QQHgKO389pkGc8m6n/0JWJNTEl/rzmB0k4t2hmGbUErA44g/grRmSFDwjCuV5SPbFi/2sYCl2CdItHYSDJfLZYSCIpw1prx7243MXqAaet+RCKmOFDKCQBAMJStvCMDPVdagSAIggD511X2hfdln72GerVGuBw3RrAytB6RXuJZvfxO/aUeMyJKXWwc8mDDJsnoCJW62OhsZSgoNhYUVr/xaI+W7GlNMtWlXSKb+SkV4kksH95KTz4URf38mh7qTyKRSCQSAKjtfdBgTQzDaiw6qVT12VPsNDvnl9xzamOf3kFzR0ThGAoAdorJztU/8n3GnN7+K8eEt8I2ipaQuEAbRxB6e8ONTQwAgKLoZ599tmbNmi+//JK3CA8aNEgikVRWVm7fvn3Hjh1isRgAhg0btmTJkh07dtQOu8MzfPjwAwcOPPLII2FhYeXl5S+88EJUVBQAdOjQ4bvvvnNpZdi7d+/EiRMBYODAgevXr+cD/Q4fPvzkyZPjxo3jzQparXb+/Pk1HOhoml67du2mTZt8fHwAYMCAAUuXLuWtDPv37//uu+9487Snp+fx48ebZmUQhnk7RBD6/U5/7+d2qM8oCUpP3kwXcqbiqwzDfgS1lxmzQxTsXk2yJxEWJO6Go9J4zwkqUXD9F7xbRChCAGeiWEVT48E1CI4gChlxZuTwXhESNcld0ZF2hpsRWPd2iVuIn55ge28TwXGsnUQD69xLjuAYAggxvC+TXWQqKhWLcYuVlkwZdrsGy9l/+IMlKWTcIFxdSl+5Qe0+Jp47vVm+XbvFPWM+tVnWjYtQ0MzFK6U2O6uQNZwa01NJGMyk40+DkTx5suDHJzpIEddJMVuIqCAhGn9rwHEwa1d2qoF6bErnjlFe+C1TrliEde3k8/j0Lnsyq9852hopqQSJt0MEobc37lHUl9YjPDx848aN33333YMPPnj27Nlp06alpqZevnx5yJAhvIkBAIKCgjw8PEpLSxtzwYCAAN7EwJ9YVVVVu47RaExNTe3bty8AoCg6dOjQ48eP165GEMTw4cNrHMzIyIiKiuJNDHwT27Zt4z//8MMPIpGotLT08uXLJ0+eNBgM0CSEYd4OEYR+v+NJBA71W6y3E9dNh34uWniw5L0M0/5obwiSi8MUiK+U6OyDKCUFWmZ/MbVrZ+F/ruh/bd4OYAi8HCHRW0iyJVO+KglMQ3ML0s3rC6znjOyJKtraiObw7rEcjpurLRzF2D7+vq5qHM0AAEcxslULmdBAY5WZeGaSc1xJ++4jdFouFuAjmT9DNLwfJiWY9Nxm+V7tGcGXoVURYcgvT8cO2JTKcRzDcVhDwa4phhPdirairbQc/+lE/5JDG17Xb0RRm802derUZ599tq4VmGakpFIfHdzEXaACjWdXckVimXXq5FjclauYVIKNGx2z5Ze0qV29+WQcVqtVo9HExMQ46pSXlwOAyy27drvdYrFIJBKr1erYh1wXgsTbIYLQBdwJjuM4jkNR1MvLa8SIESNGjDh9+vSaNWvGjRvnnFEIADw9PfV6vXMEBLiVkKgGvKsaD4IgLuscOnTIZrM5kiUzDJOSkjJ58uQa1Tw8PGo/uysqKhwmBh7H3rrt27efOXMmPDyct3SUlJTU893rQRjm7RBB6G5AF4/RgZLOZyo2aaypZjw1SiXBEEROgBwwAEAQUBKYksAAwEfCJeq+qSILhvv9F0Ga7QUhXIJO9ieO6mhfecNLpE0DAQiQ37T/WmkWZ1hpY+JNooh0ySz7nmOQnEWdvSJ56XEXaS8BsCA/QFH6/DV4eabsnblMTpHooTu8wvFuHfHwAPF/n7b/3177vhMyucRWVNYcX6tdI/gytDb+CtGF+d1kErxSZ22wckWlRaWSAAfpWbrDO/+MTvpmxZKX9uzZs2vXrm3btl27dm3Tpk2t0GcvpYugiQLNzsqTmgf7hbg0MfBIJVjvnkErTxbzf2ZnZz///PM6nc5RYc2aNTt37nR5bkFBwYkTJ7RabWpqaoM9ESTeDhGE3u64+5yO9xHHjh3jA+s46NWrl06n8/f3Ly4udj6uVqtrmBgAoKysifPL/fv3b9myZectfv75Z4qiCgtr+qC5TKjp5+dXo28///wzb6c4d+7cN998s2LFihdffNHZsny3CMO8HSII3T3wJsKnBH84Ieh9jlPgdd+9RSgS7Q0FliO7i185V/FNsv4gzdYZreCuGOSF22jaTrO1ixjgLBTDQLN5OphJeqh3Y80Z+IAH5OuXIRIRgqKcrrp2Ba7ahMVFcxzHmizWlZtRf58aJgYAYCv1xFMT8Adi0agQRIQzJI0ENEMuv3ZOi1gZOI6r1BsKNGUFmrKqaqNb7/1sCv4K0dw+fmkZlfVXo2g2M08vk+B79mcUZVQ8XHHo9aWLe/XqxZd6eXmtWrXql19+sVobtlb8S6x2suFKAv+Oomqy3Ey6TFzqTKcOqlPZeuqWF9nDDz986NAh/nN5eblz0Aer1Xrx4sW0tDTn0wMCAh544IEGO+NmEqcoqrraxYNHwBk3E7pAw7j1s7lPnz5JSUmZmZmOI0eOHOnRo8egQYOuXr3q8AU4ffp0UFAQf+fEcdxhtHWEgYS63RZqk5aWJpfLa9gsJkyYsH///sac3rlz55KSEsdNOyUl5dSpUxiGmUwmX19f3jDBsuyBAwcaczWXCMO8HSII3Z3wFAXQjIv3fGcwBIlSoThxvZj86Yphw89FCxm2GXRAhiJzQiTlFtJEMhyAhWb0dtpAMuVme7HeRrBMcbWdYpvhsUKznJVkBnrenbu9/H9LiUeGopEuYlJYXv/ENPsd8cTBCIZx17PJA6ecSzmb3fLWBvLj7+2f72RSskSjBsg/fZ328xbPnvJvvoUANPuOCYvNvufImX+S02VSiUIm4Tgwmi0kRQ/q3W3qyEG4kIP0FksGB3/7SVK3OF9fb2lddS4klnAMl5Om/XBE6PAQ5In9hTUiRcnl8nXr1lEUJZVKAcBisaxZsyYjI4PjuKFDh86bNw9F0RUrVowZM+abb74xGo2dOnV6++23ZTIZADAM89lnn506dUqlUg0cOJBPjjB69GjX12k+nyuBusiutPqppA0uLooJXCYRlRrJMJUYADp06OCYRh86dGjs2LHnz58HAJPJtHbt2kmTJmVkZFy+fPmZZ57h6xQUFKSkpEyf3kA8G7eReEFBwRdffBEQEAAAhYWFs2fPVkVEA0CDm5XaIW4jdIFGgqIIy3JYy++5uyd4e3uvWLHijTfe6NChg6+vb0FBAQCsWrVKKpW+++67b775ZlhYGMMw1dXV7733Hn/K/Pnz58+fHx8fr9Fo+vTpw58CAFFRUZ988sn48eMbbHTv3r2TJk2qcXDs2LFPP/30ggULGjwdRdHVq1cnJCTExMQwDKPRaD744AMA6NOnz+7du5ctW8aHkBg7duzWrVv/+uuvhx566K5+ExCGuStEKOr43y0RhO5OpFT/LhczDS4SIwh4iwkQAwDk6tU5lguxiof/feu9PHAFjv6gseVb7KFiPFqKVlFsXz+ijxKTYMgJHbWrzE5giL/8XyW+NFJMb0+R8i4vgXWOwjpHuSxCw4MQjZY5eYljGBxw8pdjhCPuI8dZ3/8aTc+VyYlqvRXx8wIANCpEviWh6V9A4BbNbGX4dNsvMWFBa5a+IJfd3r6oN5r2HD79ze7f58+suTWx3eKvEG16JHrhwZyJ4zr4eElqV7iaqs3O1B2d06VfmBwALl++HBMT45xGkadPn9uRS5YtWzZ27Nj333+fZdkvvvhiw4YNixYtOnXqlIeHx7fffoth2Ndff71161Y+ZeP69esZhtm7dy+GYQcPHvz888+nTp1a13WefGZ2S/0QArdgucb6LyPAOQfEiY2NzcjI6NSpU3FxsSNnm91unzt3blhYWEVFxeeff363naln18Z9BMMwCQkJK1euDAkJAQCr1bpgwYIvN26UinAfWZ3WvXaLewhdoPGEyeVKhVTkvnIfOHDgrl27CgsLTSZTYGCgI2BNly5dtm7dqtFoAMDZ72Dw4MH9+vXTaDQBAQEymWzOnDn88Zdffjk/Pz8gIMBxgwUAlUr17bff1mjxrbfeqt0NDw8P3vuANxnw/PLLL851HK4THTp02L59u1qtFovFgYGB/EGRSPTxxx+XlJSQJBkeHo4gyIgRIxwBLO8KYZjXRiWVdAnwkREttdv8niMI3W3Qk8Up1fs6NhBZqyZeEjpFv79ZrAwAECtD3+8gYzmone9suLdomLfoNy15tpr0kTWQlK0uTBRjI5mJIc05SZMsfsrySgmu1bEyCY3jnN7EGS2IUsbqqu1f/gQ3cuVyMcdxHHCoj4qz2BCZBGgGhKXxf01zWhnUJeUMwzw+fliN4yqlYs708W+s/8ZgMnso2uL2MJvNtmrVqqeffrpTp9v5ZjMzM7///vu33nrLOeATD03Tu3btevLJJ++2lZ9++um5557j/3y0uw/Fcot+y4zv6t+lk49CLgIAjoOSMvO1a2Wslbz0cnyk181phNlsrhEUqgZpaWkIgvAhplAUXbBgwaOPPjp37lyO415++WUMwwBg0qRJK1eu5Hty+vRp3sQAABMnTjx69Gg91xn7yHRfVQOe/AL/kkiVWKu3NViNpBmznQlS3p4PjRs3btu2bRzHOSc24zhu165dUqlUpVI1IT6o2Wb3hfte4v/880+vXr14EwMASKXSZcuW2W22IJXqxIkTFy5cYFm2Y8eOTzzxBACkpaXl5+cnJSXZbLaxY8fm5ubm5ubiOL5s2TKCIJKTk/fs2UMQRHx8/COPPAIApaWl58+fv3z58pQpU2w22+HDh0UiUe/evR1h3s6cOeN8UK1W//PPP/n5+TabLTAw0PEC03ZwD6ELNB47SQYSbp4MHMfx6Ohol0W1YzEAgFgsdmSRcICiaF0XaQlQFI2IiKh9PCgoyPFZLm/iVEoY5i7xkDTFZHO/IAjdPeA49qDmXT8ZJULv7t0NRcHIGI10uRJvtiCgdaVURwCCxCgA07TLGkjGYqdfiZD4E83pcIrIpLJ1r5jmrBBjACxDBfkgShkAWBauEdntUjkBCCAIgmCY7bMf7EcvoDIJIpcptn0AtRZ3Be6K5vz5qgymkABfl0UoigT5eVcZTG3TykBRVGJiokQicV6I+PXXXxMTEymKqm1lYFk2MTHxbq0MGIbVmL7M7OE7MEL5/p9Fu369gaKohECrzVSISjK3r9+8/oGEU2xVlUplNBrruXhmZmbPnj0df+I4Hh4ezq/JOPovk8nsdjsAlJaWhoWFEcRtQ2OPHj3quY7dbAAQki23LNE+EiWBasrMwQH1jZGcvOoHI5Ri/LbhwNvbW6/XHzp06D//+Y9DSfbu3Tt16tTo6GibzZaQkHC3nfH2cBGh974jLy/P2W4IAHymep1Od/r0ad5NetWqVRUVFb6+vpWVlceOHfvoo49QFH3iiScWL1789NNPHzt27NSpU7169frxxx9XrlyJYdjmzZuTk5O7d+9uNpt37ty5ceNGo9H4/fffr1q1CkGQb7755vz58wMHDszJyTlx4oTzQZVKtW/fvi1bthAEsWHDhrS0NL4zbQf3ELpA4xEk3g4Wk+V/AAAgAElEQVQRhN4OEYTuHhRYEu1QEiq76xc3MYoiWMFu9UI57utFRI70X4IiLbhKX2ZnkbqMEPViZ1iDlXozShoiaX7vG8RTIX31OduH38rEOGkjb7oqMKwYR/mQN5SdBhSxH70ALMfZKLxvDG9iYCv15PYDSHCA+NFRILgF3SXN+Xt5eyrVpVqXRSzLasorvTzarjE1NDS0tLSUfwkHAIqiysrKQkND+T85jrt69eqhQ4dyc2tmT61dlJ+fz39gGMZx0GQy6fX62oskEV7ibx+NKXmrz9WF8Yee7Zz7eq/Uxd0XPRRE3Jm+JSAgwHFZZ3799Vf+uMVicaS84iEIgqIol+vYLMvWOO6wRLi8TolWBwItzxsPB1+6VMzVHTuHpJnEKyVvDKm5BPfQQw9ptVql8vb46tu37w8//LBz586tW7eazebaEc7rR1PhIg/8fQeO47U3GQGAl5fXW2+9lZmZefTo0ezsbEe8tyFDhmAYhiBIaGjogAEDACAwMFCr1Z45c6ZTp05JSUmJiYnh4eFnz57l6w8cONDf3//EiROPPfYY/5R69NFHT5w4AQAuDw4dOpQ37XXs2FGrdX2rvIe4h9AFGo8g8XaIIPR2iCB0dwFtWkgpCY6FKXFPWaVEklVs+3Nf8Ru/Fi89Xr6+2NpwxrEmYG4gNqVrWI6rMFNPBYlbwsTAg/fvjkQGsyyLmSz2/9sLAHjfriRF86U2hsUH90JQFBWLsBA/6Vv/4Y/bN+2ijlygf/zD+ukPxulLzLNXMKnZLdRD96M5ZRka6CcliB8OHDeYzM7HK6qqN+/6PSY82EMhq/NkDpA7aMZ+NZahQ4eeOnWK/3zu3LlBgwY5it5+++0bN24oFIrvvvvOUaeuop07d/Lxq69duzZv3jyWZQFg9+7d2dnZn332mcumMRQJ8iDi/KVeUtdGysDAQAzDkpOTnQ+aTKaNGzf6+fkBQFhYWE5OjnNpbm6uw0pS+2pqtZrvGE96ejr/weV1HuwZ7/I6As3Lc739w2T46fNql4YGimaP/5k/vqNqWIwnfyQ+Pn7WrFkAMHr06NWrVwNAcHDw4sWLAaBHjx6vvfbaxIkT582bt379+tDQ0NjY2OnTp/P/N9iT6GC/5vxi94jQ0NAaynzy5Mm8vDy1Wr18+fL09HRvb+/evXs7Sh37nJ03PLMsazKZWJY1Go1Go1EikTj2Znt6egKAI/wqAEgkEpvNVtdBh/2u8SHrWxP3ELpA4xEk3g4RhN4OEYTuHhjoMhRt0hs8AAD4SAhPAg9TIgx+BRWl6JjDBzWvna/4P45r+jVdEi9HbRTL3uUkp8JC9lCgA1Qtu0NB8p9pVpKRiXH7gVOc3kg89wgpk+lK9dVGO4OLED8vjmZZO4WPHnj7lNdmI94eIhTok5eUBCoxmSzLP7eu3sKZWzzBnxvQzBajRc9MQ1Hknc++W7pm07ufb13x+dbFq79c/dUOfx/Vfx69Iz7zvuN/zX5zHf9v3ZafSZI88/sxx78PP9nCF+07/tfl9DwAuJKZz7Jcam6RjaQy1aXVZmthWWWZrrq8ylBYVmkwWzPVpXaSSsktYjnuSkY+APAnXs0sYBg2Na/ISlJZRWXVJkthWWWprlqrNxaUVhgttozCEpKiTVbbiBEjd/26FwD+Sc89duxYQHRnjuNu5Guqqg2+QaHjJz0S1anrE7OeO3z0WEFZJc2wGYUlBqNJ5R80c+ZMmX/YwoUL9+z/jQMI6dD51KnT1/OKzv11vlff/pevXivS6v5JvBIW1cFss5ustvTCEjtFX8suZDnuckYe3yIHkJRVSDNMWn6xxUbmFJdXGc3F2qqSSn1FtTFPo3129vMJ739QVlaenKPmOLiQkvH+++8PGTlWLpcnZRX06t0n8crVlLQbuZpyncG8fcdP0R062miOohmz1X6jQEPRdGpuMf+zyGSy0MiYvXv3JmUVUjT9x4kzJ0+dqjSYdAZTWEzs1aRriddScjXlZpv96//bHtely+mUHMfveTk9j+O4a9mFJEWnF2hMVnueRltRbdRU6Iu1uiqjOae43GIj0/KLaYZJyirkHCdm5LEcdy270E7R6YUlRostr0RboTeWVlYXOU60k9fzi2mGvZpVwAH8k54LAIkZ+RzHJeeoSYrOKCwxWmz5JVqt3liqqy4q1+mN5qyiMqudvJ5XTDPM1cwCuH1iHstyKTlq+60TC0ortHpjma5aXa7TmyxZ6lIrSaXmFTEsy594U9ky8lmOS8ktspNUprrUYLYWllWWVxnKdNWFZZXVJkumutRGUqm5RSzLXcm8rWwutbS8ylBeZSgoreC11EZSKblqhmVra+mN/OIfHo3EDZZ9B7OKS2+b6jiWyy2s3rMvI5qgP58UmZiR53wizTCpuUVWO5lVVKY3WdTllaWV1Vq9sVRvAkyUXljCIUhqXjHHcYkZ+Q5lu5pVQDPs9bwii43MLiqrMprV5Tpe2fJLKpKyC+vX0ut5xRabPbu4THdbS015JVqT1X6jQENSNK+lzl1NyiqgaCYtv9hss+cUl+sMpuKKKk2lvrLalKspv6WlzLXsQo7jnJUtKauQP9FktedqtDqDSVNRpamoqjSYcjTlZpv9Rr6Gopmk7MIaWir2Djx//sLfSWkmqy2vRFtYUrZ123ZELDt89PjgEWNGjh4r8w0qVKszCks5gKyiMl5nOA70JgtJ0+mFJRYbqTOYQsIjjRZbh67dH+jd10QyBWr19fximmFKKvUcgFjle+nSJV5Lf9r7W7du8ekFmpiOsYeOneC19ODhYx07x6nLKyma4bU0v6SCq1tL80srtHpDTS3NraWlmfksxyXnqG01tLTKoC6/Q0sZhq1bS0uqzRb+xItpuQWlFdVmS6a6xKWWXsnMZxjWoWzVJou6vLLslnrz91IbSSXnqFnujnFxW0tJ6k4tNeSXVhjM1vTCEjtFJeeoWZZLdFK2O7S0mD/xtpYaLbb0W8pWQ0uvZhXU0NIira6mltL1aSl/E76tpQb+RBuvbDW0FACctTRHU155p5aarPa0/GKKZpKyamrptexCimZu5Gt4La00mDSV+uKKKp3BVONe6jiR19LkHDVJ0zf4m3CJtqLaVFKpL9LqdEZzdnGZxWa/eUt0upfyN2H+XppeoLmSWZhfUlFRbSyp1PPKll3suJfWuAnnsSyXnKO2U1R6YYnBbOW1tLSyWl1eqTdZsorKGtRSx024hpZa7aQLLc3IZ1g2JVft0FL+RP6J76yltW/CvJbevAnfqaWOm7BLLWVY9qaWqkt5ZSvT1dBSOqW2lmbeVDar/Q4t1eqN+SVaZy11dRNmrucXW+w3n/jOWmq02NILS2prae2pgs5gKtbqNBV3aClJ0S60NLswNbf4Rr7GbLtDS3UGU65G66ylNW7CzlqaqymvrL5DS802x4kFLrSUqqmlxdqqGlrKTxVcaGlhiclqc9bSKqM5u6jMYiOv5xXVNVW4U0uNd2ipnUzNLXJMFWpoqfNUobzKUHrrie84kWFqThWctLTUYLbeqaXWxk4VTJa7mNCytya0d2jp7QltbS29UVDirKVZRWV6o7moXMfPhHkt5WfCdWgpW0NLSyurK/TGGlrquAm71NIqo5nXUn5Ca7La+XHhUkt5ZTPb7PyEtlhbW0tpZy29ckv0FMNkFZVZbe6ZubOaKsLRf/vVcAzxk4pVYtxfJorx5jLMuzfnPFpkTWmWHvJ0UeC9FKjOSjf+FAvNEhw3K7jFw6Ng8R3xAQ+YbRSCIhzLoj6eiu9Xex7ZJPvkVcWWBFHvLgAc6qVEJLd3lCOESDRpqJ3mxBICwzFCIvL0kCKJ1y1LPuKMZvuuI0DdxTe9h1jtlKaiSm8wl1cZNZVVVUZzrkZrsd++lzq/mPP/zv5x3PHP3qSEuMjZs2cGDRrc7F9GbzSZLTYEQRQyaX0uDAAAcCOn4MudB+a9OMtxJNxT7iFuvXi/RqNx6dKlmzdvXr58+SuvvCIWi9etW7dy5cq5c+euX79eqVRqNJqzZ8/m5uZWVVXhOJ6QkPDmm2+uX78eAGoUrV69miTJ5cuXf/TRR++8884TTzyRmJg4YcKEzZs3L1261HFW09i5c+f27dt79uwpEolSUlLGjh37wgsvOPY+pKWl8eH0aZpmGOaDDz7w9PScMWOGI3i1Xq9funQpHxbbYDAsW7ZMKpUqFIqKioquXbsGBgbOmDHD5XU8PDzujXtJu4Rhue1XtB+eKjaQrLcHAQDaKnuYikgYETq5y11GFm4qHMe5h8SzsrLWr1/fq1cvAEhNTZ0/f35cXFx+fv6nn37ao0cPnU5nNps9PT0XLVp09uxZo9HIJ6tbvnw57xuSkpKSlJQ0a9as9evXsyyrVCoLCwvfffddsVick5Nz6tSp559/HgA+/vhjAMBxXK/XL1++nN+mUeNgZmZmYmIi73ty9OhRgiCGDh16z34XV7iN0AV4bDRbaqRsFBvsSXiIXezCFSTeDhGE3g5xY6HzXoEsyzIMQ5IkSZIWi8Vut0dGRt7rrjU/BqpsZ+HcUA+bgmjOqApGkkHZ3hMCVjfjNa0MtzTTEuYhbqTiVVjIST7Yw15NTEtxd9C0/dc/7VsPAMNi8R1Qfx8kxE/8yDBEIeNsdvu2A6Jh/bDYmvF3GXWpfdMuSM9VygkABADMJEuarJydVHz3PhYW2Bo9/3dcvnwZwzCFQiGXy6VSqVgsJggCx3H+LdKlpFLL9Y7P//ftztnTx8XHus4V6pIbN9Ka2TWFu5WNT6VUSAji0JlL+cWlCIJ07RA5vH9PrM2HzRg7duyhQ4ekUuno0aMdBzMzMzds2LBgwYIpU6bY7fY1a9bUX0QQBEEQJSUlSqUyLi5ux44dCoVi2LCaqTeawJNPPjllypTs7GyapvnU2c6lXbp04TdrcBzniJ7tMDHAnZm3+Dh2arWa34W+bt065yxfNa6TmJHfu1Pkv++/QGPAUGR2H//ZffwLquwFejuGINE+4iBlq9x8b3Els8A9JN6xY8eNGzcWFhZKpdK5c+cCAMNxiKfXe6tW280mXuctFgsADB5829jKmxgAID4+Pj4+HgCWLl1qtVrNZrOv780AtzExMTExMfznJUuWWCwWmqadh2SNg126dHGEe3S+vbQd3EboAn+kV338V8lltYnPU6k3UVE+kud6+c3vH+AcODYxqzA2PNC9o+sL1EAY5i7RWWwKsYjA3DNxnSB098BDFDDMf8m5irWKZl1vIlCEYqjmvCKAFEO6ylG1nVVJGjWmEA7krfaGiOPEI8PIXUcxjqWTswDLARwz/nQYiwoBhsW6daAOnGJ7dEK8PJAAHyw0gD8JCwuUvb/A+Ngy0kbhIsxkZUQIBwwrnjD4vjAx3Cua2cqw9psfHx8/NCo0iGXZ1V/vjI0MHfVQHztJ/XnhSlll1dOTRzZvc83OQw89tHPnTplMtm7dOsfB1NTUMWPG8MHqT58+7Vy/rqL+/ft//vnnI0eORFEURdFLly6tXLnSOQ5Ck5HJZN27d6+ngnOyq3qYPXv22rVr+WiU5eXlf/3117x58+q6jvB8uidEeIkjvO7NC4A7SRxFUedljbzK6gqzRYdjPUNuPjxksgacrXikUqkj1EJtXF6kkVduI7iT0NstBjsz88es6xW2nj0Dnx8SJRKhAMCxnKbc8l1y2RfnS/Y/07lb4E21RGTitLLK3qGBoja/ACDQXAjDvDZVFlumVuctk8T6tZK3YCsjCN1tiFUO/kv7lZHUKZvJnYHjQG1AenkNaJarOfOQl+j7UhKgcVYGFC21N3N4iPqaExOK7z6gkzOxiirmajpzPZurMtLpeQiG0pn5CIpyR84DxyFikfKn//E5LwEAcIwYM9By9AJY7fio/rY/zgGGiCYMabVu3480p5WhqFRrttqiQoMAICk9J8DHy2FWiI+NfGP9lsfGPiwmWm8fRBPAMCw2NpZhGOfQ9EOGDFm+fHlBQYFOp4uMjMzPz09NTa2nqFu3boMHD169evUbb7wBAPHx8Tdu3MBxnCTb0Fax995779133/X390dRNCcn59VXX63hGeHM5Yy8Pp3uwklG4H7HjSXOsAwAMG0v+OI9x42F3k6wUOywb9Ik3tIZ0zqjTonEEBQJCZSHBEZn5lQN/+b6iRe68oYGimEBgGFZwcrQfhCGeW1ojgUAuu7sTvc7gtDdBgTQIX4v/ald3cmbd9v/t5SaGV+iR0/VlGa41p1IMBQaPaQIDEk0MhOdopRq7Wy2le2vwltoqw+ilIke6gEA8MgwAOBMFra4nNVWAcuyJVry56OioX2IpybcNjEAAIB43mPEs5Opc1eJUf0REW7fe8L6/leKHz5smT66A81pZdBVGyOCby4PllboOkaEOIoIkSjIz1ur04cGtsVQt0qlcvPmzfznJUuWOI7zB5VK5aZNm0pKSry9vWUy2fTp08ViMb/T29fXt3YRAHh5ef3999/8RR5//HH+A0EQ/yYoQ/MSFxe3fft2rVZrtVpDQ0NdJrx0IDyf2huCxHkqLfThjKoMra3CQgUpiX5hiqHRHs4+5+6EIPT7nQX7cjGlZPDAsLoqxMZ4AQePfJ9x/ZUHJDiKIsjdhgEXuN8Rhnk7RBC6O9FBOTjV8EC5JdFf/m9XbW0MW20TPxLxJtLcqQAAwAcDqtHeCXIC0xioSpL1IVAAYDjYVGwvsjE9lHIp1hohRRCFDOsUid3y+hHPGHNz/z/L2b7aRf5xDmha8sosYsxAJi3Xuu47LMRf8tLjoolDQG9she7dvzSnYvmoPEq0lfxnT4WioqraUcRxUFFVLZdKmrG51gTDsNDQUN7/WSqVOr+T11PU9vHz8wsPD2+wz8k56tbpj0AbQZB4pYV+aV9ex3VX1ydWnjExeSLiuI5+5VhRxJorn50rYdxx1UsQ+n3N9TLLHxnVgx4Kqb9abAcvDy/pxgulACCYGNohwjBvhwhCdzMG+86vsIqYf33/rrQwvb1mynBVc3SqJmo72/gVGQQAxxADAwBQZGffyjYbGMRDdO/ipCAIW1rBZOTbv9vHHv/b01MilYnZrEIAYDXlABx1OhEAsPAgrHvsPevk/UBz+jKEBPhKxMRPv5+cOuqhPt06Hj57Ka+oJCo0yGqz7zlyJsjPx8tT2YzNCbQaXSKD73UXBFqVdi7xDK113Hc3AkM9n3mii0Ryx02yUmf96rz6SJZ+91Od5MT9ZFJskHYu9Pud7YnaLnE+BN7wtKx7vP+W84VLBgcLvgztEGGYt0MEobsZPuKIOOXYHP2hYAUr+1ev4qgIbanoUYcrKcnd7JHHALExnI3hPsq3ysUiTxFWZLKj9yg1Cp2YZn3vKwRFWZL0VMlRFGURBJFLAIBJzpTIxPY/zoifHId4Ku5N/+4fmjn646JZ0/YcOf3a/77xVikRgNVf7/T3Vlls9v4PxM2fObl522pvLFu2rKysDAAQBJFKpR06dHjqqaccuSRagiVLlmi1WgCwkZSPlyoiIuLxxx+Pjo5uuRYF2giZ6tIukQ0siror5SZqzP/d6N4zsEusT+1SH2/ppPEdT5wpfOrnrL1Pd3Kn7GDtWehuwPFcQ9e+jRJfoL+8tJqstNCCiaEdIgzzdoggdPdjqP/LgYauZ7RfeEkt/vImv8ohaOOiM94tDAdqGxvm0dgZEsmCjWbCZWgpySEIpiQwM836ixDxvTAzMJkF1oSvFHICxzEOCD7Fo0SMG375k0OA/idVKZPQFMOWaDHBytAQzWxlEBOipyaNnDlheFllVbXRjCCIp0Lu6+2Ju2l+oNYkOzv7888/9/LyYllWr9efO3du9uzZX331FZ8noiXIysr66quvPDw8TFY7jnAXL16cP3/+d99916KmDYG2QHiA773uwj1jye/54ZFeLk0MPCiKDBsSvvdA5o/XKp7s4T4/VHsWuhtQUm0foGhUvlsEAS8PcXG1HYHGB+cScBOEYd4OEYTufiCAxnmMCJXF7y16vRw0/vKmvGRRDO4hCmj2vgGAgWFRBNDGrcOYSVZnI2eHSOQoogUOgAUAm52e5HsP3hzZHLVl6Xq5DMdFGAAgt2Jsohjq4SG1/H5GQuAYjgLFgDvunG12WsTjF0XRID+fztHhnaLCAv28BRNDcyGXy5VKpaenZ0RExFNPPbV06dKPPvqoFVq00pyfn9/EiRNHjBhx4cKFFm1RoGnobfSmv0un7cgc+k3aYzuztlwqM5FMk69WXmVoxr7dR+TpbEezqvv0buC5i6FI/wdDEo4XtU6vWod2K3T3gMBRttGTHprh3DWIqUD9CMO8HSII3V1R4v7TQz+usIrtdBPSQHJGkgqWdmv+bgF4YigKHNmI0BFmmjXYyCXhkj4eOABcraZFOAYAZobtqmjmhfAGYFg6Mc28/AupGBe52uuBYohCIpKIcQDAAahT/7Rq9+5PhHnGfczo0aOLiop0Oh3/J8MwH3/88dSpU6dOnfrxxx8zDFNVVfXxxx/v3Llz5syZ06dP37VrV0FBwdy5c2fMmDF//nyDobEPHtWtVC4SicRqtbpsi6/w9ttv5+bm/ve//50xY8aTTz555cqV5v7SAi7Yd13X+aOkLTeqWX9lUBd/0k+xMaUqdt3VQxlVTbugStlSW/XaOPvTqmIiVY3Z3B4apDDTbFqZpRV61Tq0W6G7B+EqiU5va0xNmmGrTWSIJwHutOFHoHEIw7wdIgjdjZHjXh2VDxtI+m5P1Nlof0kHApW2RK9QBIaoRMaG1ro4gCoLuSBcEiO7OelKMTFSHCVZkCOIj6iVXlE5O2nf8Ydx+hL76i0yjhZLGw4nIRFj5B/nOEujnrntGcHKcH8TFxeXmZnJf167dq1Kpfr1119/+eUXHMc3bdpEUdRvv/1ms9l+/PHHHTt27NmzZ+3atQkJCbt27Ro3btwPP/zQyFZsdhIACgoKjh49OnDgQJdt8TVTUlI+/fTTFStW7Nq1a+XKlQkJCUVFbrXe2wb5JbXyxf2548fGjBoW2bmjd0SIMq6j9+gRUSNHRT+3O9fZ0JCVlfWtE9euXVOrXYeettnJ4uLikpKSuhqtv/T+5WqJxdevsROy4AD59TJri/anNeGHucB9yqQ4VUFBdcP1AArUhu4hcgWBgRCXof0hDPN2iCB090aB+tF3czO3MUyFlSw1iob4vdxyvRrshVtIuv5uUQwnQyFWdntdx1sEJMOaSDpS1kpGcDZfY3ryDfbX40op7iETEeJGRaxEUVQkEVHH/27p7t3vCFaG+xu5XM67JFRUVNy4cWPOnDkIgqAo+tJLL508eZLjOIlEMnv2bACQSCTdunUbOXIkH1XhwQcfzMjIaPD6CxcufO65515dvHDGjBkzZ858/fXXo6Oj62oLACiKmjVrlo+PDwBER0fPmTPn119/bdmfoH2js9Dz9+ZNHBPj71vz3Tg4QD5mVNScPTlG+01zcnR09MyZM2fOnDlp0qT09HR/f38+A2ttEAQpKCjQaDR1tVt/aVtGKRYDgBR37YlXYaEl4sbu8CLEeIWZarae1QHFcHuSK2f+lNVnQ0rHj5Ie+ir1jcOFVzXmZm8IEVa272ee6eWXlaszmhp4neA4uHK1dPHAQAAQYagIQ0XClsb2hDDMayMViRAEkYla1z27FRGE7t7oqBwx1igRsxxXbGQKqmQeMGpc8IogSVzL9SpQjHngSP1bOUQoYmSAdNrrNyVAYqMYlGGm+zcqzNC/x/rZTinCKWQirBFOrM5IMITcdbSFeuU2uO1dtZ1gsVikUikAZGZmEgSxa9cuRxFFUVqtNjw83PGAwXE8NDTU8dlma9jV57333vP09Kw0mBRi0b59+3766afBgwfX1Za/vz8APPDAA47jXbt2PXPmTHN8UQHXbE0sj4rw9PNxbSwIDpAHBSl3XK2Y1z8AADAM480KH3300SuvvGKxWCwWS1ZWll6vLykp8fT0lEqlJSUlkZGR3Xv3BYD09PTk5GSTyfTYY4/5+/vv2LGDoigAeO6552qUJicnjx49Wq/XHz16dMaMGZmZmTiOX7lypbq6WiKRzJw5E0XbikEz2FPhp5SJ6uiPvwzT2hobz8Jmo/zkd5GoqQmczKl+YW+uWCqKjPHuFu0jJjCThb5YYty2LWNAmGLz1GjfpgeXronoLh+xAm2KAIXozWGhm47nTpkYi9cdc+HvfzSRStHUrj4AEO6h8FbKGxmgS8A9EIZ5bRSEqE9YIOa+A0EQunsjxjzNjZu2FBqQIGLYo0ELxZi8hTsFANBNiV0zs5K6n0c2hpGhQDglkggVI5/Etu4GH50ea9LWDJzAwWRhMvKxTpHN3Sf3oa1M/QWaRkZGBp9jwmq1yuVyHyf++9//KhQK7M51Kuc/uUZ4WHl7e/v4+IjEsuDg4Hnz5l2/ft1isdTVFn993GmVGEEQR8iG5oJkuG2J5ZO3Z/T8ImXQV9ffPFKYW9l+d0YdzTZERHjWUyE83ONItt75yM6dO4cOHRocHFxZWVlZWVlYWCgWi2fPnn39+vXQ0NA5c+YkJSUZzTYAKCoqmj179n/+858tW7akp6d37959zpw5gYGBWVlZNUqLioosFsvFixfT09MB4NSpU1lZWcHBwc8//3z37t2PHDnSkr/BXVOXiQEAeocoKsob5ybAQXGp+YHgFnxUb0vUPvFjdt/+YZMmdIzv7BPoL/dSScKCFQ/2DnpqRlwlIer3ZXKh3t5czfFCF7h/WTIoeHCoYt/BTJceDTTNnvmrSFtUvevJWP59ymiyCiaG9oYwzF3ixiYGEITu7ohQaSM3TNgpdKDvnNYxMQBApARj2Tp9Gaw0W2Wh5oSIW6czdcHZSARp4rswimOctdnmYG6J4MtwH3PlyhWCIHj3hKCgIARBRowY4Sg9fPiwRCJplob8vJQAgKKoj49PVVVVPW0xDJOTk9OxY0f+eG5ubnh4eLP0gSe93Dp5e3tlakAAACAASURBVLpEKY6J8XogTkxR7Pkiw5aNqa8PDV42uD3m1yw3U4Gy+kaxQk7kmW6HBUpOTtbr9U8++aRznS5dugCASqWKi4sDAIIg/LyUJfkwePBgAJBKpQRBREZG7tu3LzExMTc3l99041zav3//v//+u6ioqE+fPhqNhmXZtLQ0Hx+fnJwcjuNEopZd8G9GpnT1TjiuHtA/WEw0cG8sKDb6SLGOvs0zxGpzLt/w2qGCqZNiVZ4unsE4hg7oFyyR4hO3ZVxa0K2etYLGww9zgfsXBIH/mx7zvzOa//16o2OMd2SkykclQTDEZCLz1Ya0NO3QaM/DC+I9bu0JEiTeDhGE3g4RhC4AABwHNLAYtN5bvTeOsHXbPywUM8WPaO1EErVg9UbUr4kDhLFTqL9X8/bHzRB8Ge5LOI67ePHi22+/vXTpUv5IXFycVqtNTk7m/7xw4cIff/zRSDf1rKysuqIA8hRpb0YQ9PT0NJvN9bSFouhXX33F+y+YzeZt27ZNnjy5ka00iMZAjvjmelz3wPFjYjp18A70k4cFKwf0C3l8WucNF8s/PeeGwQgbxFuKWyz1xRa2WCnfW2YIvV7/008/vfjiizXqOPbU8B84juMl7ojvSNP0tm3bRo4cOWfOHD78Z43SuLi49PR0lmX79Onz888/d+zY0dvbe8yYMbNmzZo2bZrzJpo2TqgnMaWr96XLDegSTbN/XyxaOSqshbrBcjBvb+6QQWEuTQwOesb7I1LRhvOldVU4ePDgkiVLFi9evGTJkhMnTtTfqGOYN56UlJTExET+Mx+BZevWrRbLXeTdsNlsW7duvdt2BeoCQeC1h4OTX+kxMUial1z6y/6Mn3bfuHSusBvG/f5s559mdvRwCjvSBIkL3O8IQm+HCEJ3b+SodyNSRkI1SfkSUTK8Pu/X5iVKijIcZ2NcuDOwHGen2UjZvd/Lg4iJpsVBZmgGxAQa5NfcPXIrBF+G+4lZs2ZhGMayLMuyMTExq1at6tmzJ1+EIMjq1auXL18eHh5OUZROp1u7dm0jL7t3796goKBZs2bVVSEm2J//EBERkZWVFRsbW1dbYrF48ODBL7zwQkRERHJy8tNPP+3wa2iwlQZZ8nt+bCefuFjvGscVctGEsTGr9qY/Fu8T4tlKAWPaCMOjPH5TG6Lr3jShLqx+pqMH//mTTz6RSCRff/01/2dYWFhAQIDLs2KC/XVFeSkpKSRJarXa3r17i0SivXv3qlSqgoKC4uLirl27OpciCGK1WmNjY/39/a9evTpv3jyr1bpp0ybe+jBnzpxm/+Itx//GR/TbkJyUou0R7/rhwTDssVMFD4UqpnbzaaE+nMyptgESE6lqsGbfvkGfHs5ZOji4tsPvxo0bKyoq1qxZQxCE2Wz+8MMPbTbb+PHjXV5n6dKla9auu9t+lpSUWCyW3r17A0BycvK0adMuXbo0ZcqUuqKK1gbDMH7Pl0AzEqQklg8PWT48pP5qjhu7QPtBEHo7RBC6e+NFhJEmCUB9cRYBoMJCDPWd2Tpd4pFgyMxAYmcpGaSU1Jih6GxUDzkSLb33S92IUsaxNDhiQ3BAUwxF0SyGoRwnkeAug6dyHJhtlHj2NEAQoBlWW4UG+bZqv+8TkLNnzwwaNPjeduJGTsGXOw/Me/H2+2e4p9yjcdlEBJxhWVatVhMEERgY2IxRhZNz1N1jai7bumxr+vTpv/zyi9Vq1Wg0AQEBfLCGZkFvo6PWXJn9dDeijjhGZ/5STwqWvjmsgYm1m1FqpOI/TZo2uZOXq0XvCp31tz+ybyzp4V3vroraOCRuMpkIgiAIAgDMZjOO42Kx2G63i8XiGqUu0ev1Hh4ebSf0YyPJr7KP35ou85L07xuiuDO+Y0mZ+dz5ot4Bku0zOjTLPgWXvHIwP5lC+vYMbEzlH3en/fZ0bPegO3Za6nS6F1988eeff3b8+Eaj8YMPPli37qYp4fLly+Xl5d26dQsPD8/NzU1ISJg685mp40bypSkpKSUlJV26dHHEi3UmLS0tPz8/Li4uKyvLYrFMmTIFABISEhISEl566aXVq1erVKrc3NyoqCiHd0xeXl50dHSNdvkitVodHh5O03RpaSmKouXl5T169GiwDwL/Hpc3dgH3RhB6O8SNhc7HF2NZlmEYkiRJkrRYLHa7PTIy8l53rfWotBfs0bzcybu+IGgVVoqiOjwR9iXSuj7sHMA72VaUwGROU3cDyQBNr4iSShqXGqPlYNJyLW986ukhZRmGJmkSQWkriXp74IN6YTGh9IVkJjENFWFSDPA7c9CYLBQMeEC67FkAsO85Zvtqt+zdeaLBve7R92gUly9fxjBMoVDI5XKpVCoWiwmCwHGcnyW6fGdMLb8d1u3/vt05e/q4+Ni7WBa6cSNN8GVwK1AUjYiIaPbLdot2Mcuvpy2pVBoTE9O8fUgpsQT7yuoyMQBAUJDi76JGpYt3JwKVov+Nj3jrcM7EsTE1DA0VOuvvR3K/nBx1tyYGcJK4s51ILr/5HsubGGqUukSlang1vg0S6SW++FK3D08Wf7X7RkigTKWSisSY3UqVlJppklk5OmxWT78WDRaWUWHziarps1MXvt7SXJ29hpUhKSlpyJAhzvYdpVLpMDG88847YWFhHTp02Lx586BBg+RyudVqBZuRL92wYQPDMPHx8Vu2bBk8eLBzBBYA2Lp1a0FBweDBg3fv3p2fnz969Gj++GuvveZc7dChQw8++GCfPn0A4PLly//8889LL71Uo92xY8dSFPXZZ5+tX7++uro6ISFBLpdPnz69wT4INAsub+wC7o0g9HaIIHT3RinyJ2kSwMX0mGJAT5IiFC03E0+EvdnKJgYAQAB6KtELZtZhZTCQtMXOLIuQ3HMTAwCwmnIAqNZbQErgD3QWDe4teSAW9b7pHSwa2Z/+O5n+J9V++jLutN5E2WmGECn++xQAcAYT9dtpqUJi3/hzG7cy3BMEK4NAw1zNLOh9rzO1WCi2nvRsAICLMAPVzPks7gue6+0PAMv2p8d28A4P85RJcbOFLiyszs6r2jA56tHuTfHqbwsSbyEsFJVbqQ9Uyn3l9Xn1K8XY6rHhb48IPZFdna61VlnpQH9530EB/cKUaMs/Ga0044k1djaAYaiFrKn5er2+ru0w58+f9/f3nzt3LgAMGzZs7ty5X375pZ+fX3iXngCQm5tbXV391ltvAcDQoUMXLVrk/Iav0+kSExO/+OILABg+fLizZaHGLolJkyZ9++23vJXh4MGDL7zwQu12hw8f7nxKaWnp/v37MQyrvw8CBoPh4sWLo0aN+pfXScxRh/h7B3soAODChQsDBgxojt4JtGnc+N7eZBiWK642eskkSrF77rgUhN5usTCUxoD5ECHjAl/0JpozFnvjCRRjpJ7U0naaAwwFEcCbUZIAok24uIpG9keD/RGVAq1jVxHevzsS5Gs9cclxhGVYi52WvDUbRDhwnOXdTSKTicNQxMujtXp9PyFYGQQapvHPp++//76F+hDlJa7Q15eNSVdli/WRtlDrbZznevuPiVX93z/lx25oK62Un1w0pYPnnKkRfvImbjty4xlJkd5kslMFlKF+KwOPTIROjPOaGNfaMYRDlWK92UUyQpeYzWSQR83JsaenZ2Fhocv6169f79evH/8ZQZCoqKji4mK4JfTk5OSysrJPP/2Ur6DRaEwmk8NpJSsri9/OwNO/f/+6ehUeHq7T6fhIkAaDITQ09NChQ7XbDQm5vcUpPj6eT7Vbfx8E9u7du3fv3pCQED47TNMRiwqrDD4yqRjHvv76a8HK0B5w43t7k6my2jQGk5mi4vxbKtTOvUUQuntjpQ1iDAdwEcPQkxB5iJGHfOdGyR9s/Y7xPKTCe3rc9rMQo8i9D/noBNYluoEKYUFIRIjuejaCY4RcQpGM+D9T8X7dOIuN3Pk7m5FH4TjSKVL2ztzW6fD9hWBlEGiYxIz8Rj6lGh/17W6J9ZN6EGhBsTEixEXKGY7lsjIr35jSfsPIBSmJt4aHvjW84ZqNofESv+/gOBYAuHvvqVcfw6I9NqZUde3U8JSXpBhNhaVPaM038IiIiIMHDzofoWn61Vdf5SOAkuRtE4YjygYvdBRFhwwZMmbMGL70+eefd+yUAQAURfkMMjdbJ8l60uWOGjXq2LFjHMfxuyrqateB48/6+yBw5syZ5cuXHzhw4F9aGRiWg1sbmwXaCW58b28yHPAD4V73o8UQhO7eSHAFyTLAIXDnTk4bwxjsjJ0RK0X3OPynrBVcQFsOFJF/+qrlnQ1M4g2KohW7/odIxKzeYFnwIWI0sRQreX6yePrIe93LNkqbcFkRaOO0kefTR+MizpwrtFhdJG68eKUkRiUa0aH1MvS4N21E4u2WyV2884uqjWaqwZopaRUjOqqU4pprAx06dDCZTBcvXnQc2b59O59StHfv3sePH+cPGo1GtVodGBgIt4Teo0ePixcvKpVKpVIpFovfeecd58t27tz5n3/+YVkWAFiW/fPPP+vp26hRo/7888+TJ0/y+x3qarc29fehnZOYmNi1a9e+ffvySV4AwGq1btiw4eeff37llVcWLlz422+/8TUNBsPbb7/94osvvvLKK5cvX/7f//7HH9doNEuXLl20aNFnK5ZnXU+tcf3c3NzXXnttyZIlixYtOnPmTGt+NYFWQLi3t0MEobs3YlQux31s7B05Juw0m18l8sHGTwpa40s0sFwv0DAkzQEQT09CJGIAoP44Bzo9C4h0wQzBxFAPgi+DQMNcyy58oMO92dDlzIQ4rwWllg370gcNDIsK80BQBACMJvLvfzRkte3EC//OeVjAiTYi8XaLrxxfODB4z7nC8aOikboXAar0tmsp5X/N6+aydNWqVW+//faRI0cCAgLS09MjIiIWLVoEAF26dImNjX311VdDQ0MzMzOXLVuGoiiCIAmr17716pLw8PC+ffsuWrSoU6dOGRkZzzzzjHPkYaVS+dhjj7344ovdu3fXaDTdurlumkcqlfr5+fFxjOtq1+WJ9fehnbN3717+B3n44Yf//PPPcePG0TS9c+fOtWvXfvLJJyRJzps3r2/fvoGBga+//voTTzzx8MMPMwyzdu3aixcvvvrqqyRJLlu2bNWqVVFRUafSczateq9Ph8i42FjH9T/44IO1a9f6+/vb7fY5c+YMHDgQx4V5gvsg3NvbIYLQ3Z4gSRed9UzwLadGC8UUGpAo+UMj/Jfc0365D5I353BmGxZy0ysE79GZ0+pEYwdhggmvXoTZg0DDdIlsK+khlw8L6RMiX35U/efpAm8PsZ1kbHb6hX4By5/qKG8bsWTcg7Yj8XbLW8NDzhUY/zxTOGxwGOYqEmSlznrwSM7/xkV09HW9Z8Hf33/z5s1qtdpgMMycOdPD43Zooqeeeuqxxx7T6XQBAQH8C/z69evLyrUikQgAZsyYMWHChKqqqsDAwNpvmKNHjx48eLBWqw0ODq5dunHjRuc/a7gh1G6XIIj169cDgI+PT0JCgqNm/X1otxgMBrVaHRsbCwATJkxYtWrVuHHjACAmJmbw4MEAQBBE7969CwoKWJbFcfzhhx8GAAzDFixYcOrUKQA4c+bMoEGDoqKiAEAmk42Z/tiBffvibkXxZBhm8eLF/v7+AIAgiEQi0Wq1QUFB9+bbCrQAwr29HSII3e0Z5r94R36KiahSEBgAoCjQLDrSf+m97pf7gKo8QHV7EoV1iW4woIMACFYGgcaQqynvFN5WJpqjY1WjY1XlJkqtt8sJrKOvBLuvd3y1SdqUxNsnOIoceKbTs7uzd/2a3qd3UFSEJ37L1mA2U6npFanXyz+fHD2zh2/91wkLc50mnSAI5w0LEonE5vQ4kMvl9YRCkEql4eFNXBmr0W491N+H9snvv/+u1+uXLr05d0xOTtZoNEql0jllrEgkYhimvLzcObKmp6ent7c3AGg0GkcmeZblAkJCk0+fcFTDMMxkMr3zzjt2ux3DMKPRKERtcDOEe3s7RBC62yNG5X28n0oyblIQAAASDAVgWWDbVJxFgXaIYGUQaJhQP+9Wa8tqtdpsNi+vBqL6+ytE/oomJlAQaJDWlLhAXUhF6K4nYw9n6FefKjpxptDPS0LgmMFMWm305C7e3/+3R6hnc+ZdE4Te9vnjjz++/vprh/Hl2LFjBw4ceOqpp2rX9PLyqqqqcvxJ07TBYAAAb29vvV7PH0QQMFRVeXnflntaWtqOHTs++ugjPo7vsmXLWu67CNwThGHeDhGE3h7wEUfRegyAAQC9nfEhokVonbGZBQRaB8HKINAw5XpDlNSvpVuprKxct26dTCZTKpUFBQXjx493BJmvgUaj+eWXXxYuXNjSXWq3tI7EBRrD2E6qsZ1UehudU2EzkkyAgujoK8FbwH9HEHobJzk5OSQkxNkTZOzYsc8+++yTTz5Zu3JYWJhGo9FoNMHBwQCwZ88ePlRkv3793njjjUcffZQPlnH60O8zp011nFVcXNy9e3fexKDT6ZKSklr6Swm0MsIwb4cIQm8P2FkTh9wMAClCES1dbqar5Hhr5+EWEHBGsDIINIyHTNoKrbz33nvz5s3jc7NxHLd8+fLw8PC4uLjaNf+fvTuPb7LIHwc+T+77aNq0TW9KW1pKS2k5WsqpAoIgCgqoyxe7Ch4swor+XBTx3kXdFV0VdUFBFzwWAUGRQ26hXD0o9D7TpumRNs1953l+fzwYQpK2KbRJk2feL/SVPJnMM08/Mzkmc0RERKxcCXemHUK+iTjkPQGDku22XeXggkEf5vbv33/fffc5H2GxWKmpqc47iTiQSKSNGzf+7W9/S0lJ0Wq1ISEheHeDWCx+7LHHVq9enZSUdLWyKil9zMRJkxzPmjx58t69ezdv3my3241G4+TJk7dt2/bqq68O9aVBPgObOQHBoBNBPCuHhAl11k4OlcKmkulUfZ3u90zBfH+XCyI02MsA9c9s9bB55OCqrq4OCQlxbP+OIMi6devUanVLS0tdXd2MGTMAACUlJRQKZcyYMVqt9vTp01lZWZcvX25qajKZTBEREQUFBQCAsrKyPXv20Gi0MWPG3H///XhuJ06cKCwsRFE0KSlp6dKlQ30tQcAHEfcXBCEBABAA1/JwFcRBDw4ev+2/8cYbAIB77rnHcQTvgUVRlMFgfPnllzKZTCAQYBj2wgsv4Almzpw5ffp0mUyWozUxORy8KezYsQMAwGKxPv3009bWVjqdHhYWhmGYTqcb6uuCfAk2c3dB/3YAg04EJISSI3zkUs+/OQIAEGC0kKNYo/1dKIjo4LL80LDQ0NAwevSNF0SNRtPd3U0mkyMjI7VarUwmw48rFIru7m4AgNlsbmho0Gq1+/fvX7169YYNGwwGQ0VFRVdX17fffrtp06ZXXnmlo6OjrKwMAKBUKk+fPv3yyy9v3Lixvr6+q6vLX9cIDQciNpNMIgmZdH8XBIKGEIlEevXVV8vKyuLi4shk8pYtWxy9rvijsbGxYqGQz6TTybcsEIYgSHR0dFhYGH6by+X6uugQ5FtcOo1No4pYcBI7FNjSeXOE1DGtOjuGAQtm51K8WmgZgoYOHMsA9Y9JH/J1Fs1mMz4ZGABw9OhRmUxmMpn0ev2yZcv6eNb06dPx2cVJSUkKhaKqqiolJQWfSxwbG3v27NmMjAyhUPjyyy/X1NQ0NTXV1dUplcrQ0H6W5Yd8EHF/EbEYIhZ86/UgiINOTFu2bNm9e/fu3bsRBJk+ffrcuXNdEki4LCEX7uJBLLCZu6NTyGMig3nZAhh0gkAQ0rzI1/bJXqjqbkAx4wH5hnsjXuZQgrluQ8Mc7GWA+tej1Q/1h9HY2NgzZ87gtxcvXgwAqKio+Pbbb53TWK1WvE/BgUq98d6JIAg+uBdFUa1WCwBgMBj4KOKWlpaPPvpo6tSpEokkOzt7SK8iaPgg4tBwA4MeZAQCwTPPPNNHAhhxAoJBJyAYdOKgk1hLYz/pNjX90Lqm01zyZeOjY4UPThGtxOeKQpCPBVK1G9C+3SculHywY4/RbBmy4hBIuJA/1KcYO3ZscXFxS0sLfhfDsL179wIAOByOY9+1q1ev9p0JvlTk9OnTp0+fzuPx2traAABnzpxZsmTJggULcnJyHJMvoL75IOLQcAODTjQw4gQEg05AMOhEI2LEPyB5L423MI0/lYQBDKD+LhFEUAEzlmHPkTPniq6vWf5AQnRk3yk1Ov22/x26VtPIZjGsVhuTPphbyhNTc2d3apxkSE9BIpFee+21V199NTs7m8fjXbt2bcGCBUePHo2Nje3s7Ny6davBYHDe/t2j8ePHnzlz5r333uNyuc3NzZs2bQIA5Ofnb9mypby8XKlUstnsw4cPJycnD+m1BAEfRBwabmDQiQZGnIBg0AkIBp2AIpgpEcwUf5cCIjrk7Nkz+flT/FuIynrpJ7sPPLXqT44jsXw279aJZKcuXd257widRn3mkfszUkb0llVJZd1XPx7W6g2jRsQ++fC8ED5cuWoQWG12KoXcf7o7hmFYS0sLiqLR0dEUys0usK6uLhaL5Vi4oW9Go1Gv1zsvvmCxWFQqlVgsBgAYDAYv8yEyn0UcGj5g0IkGRpyAYNAJKIiDjmEYAABFUbvdbrFYLBaLwWAwm83x8fH+LhoEDS9Xrlwhk8kcDofNZjOZTDqdTqPRKBQKiUQCACCIh612rneqHLe/3L778UX3jklO8P6MlZUVATNjYvqEzJUPz7Pb0Q+/3nv2yjX3BBar9ev9Rz/6eq/RZH7o3mkvPrEEdjEMlkqp3DcnQhAkNjY2Pj7euYsBABAaGup91wCTyXRZ35FGo+FdDAAA2MXgDZ9FHBo+YNCJBkacgGDQCQgGHYIgvwiYGRMAgNys0QI+9+Nv9n354689Gu2CmXmOh5pa2z///ud2hTIqPHTVkvtiIsV+LGfwyUiM8XcRIJ+CEScgGHSigREnIBh0AoJBhyDILwJmLAMudUTsy08/JhLw9h37fef+oyiKYRj2y6kLb239b0eX8u68cZtWL4ddDIPuSnWjv4sA+VQQR7zHaLrc3NakVPu7IMNOEAcd8uhSQ0u1QokNaF1lKMDBZu7ObLOXt3cpdAZ/F2SowKBDEOQXgTSWAScRizY+86ctO388dbFUpdEZTebqxhYBl/Pnh+amJ8X7u3TBKSdlAPNwoCAQxBHv1BrsGNZtMMaHwGW3bxHEQYc8o1B6DCaz3c6gBN4nAej2wGbuTmu2aM0WEoKEcYJzQiUMOgRBfhFgYxlwfC77pZXLMkclllbWVTe2jE0d+ebax2EXw9Apqm7ydxEgnwrqiGM3/oNuFdRBhzxA8VEMsDEQCWzm7rBgf1OAQYcgyC8CspcBAECnUdf86cEZE8cCALp71Fab3d8lCmbjkuP8XQTIpwYUcavVqlbDCQgBDzZzoiF5WlMaCm6wmRMQDDoEQX4RqL0MAAASCVm+cNZD906TdSje+vSb1o4uf5coaF1rkPm7CJBPeRlxqVS6fv36LVu2fPHFF3/5y1+Ki4sBADU1Nf/73/8GesY33nhjwKWEBhVs5kSDwhUZiAc2cwKCQYcgyC8CZjbmiQslv50vxjwNaqOQKUq19s1PvxHeunUll8Vct2Ixk0H3VRmDVmqcxN9FgHzKm4jb7fbXXnvtrbfeioqKAgAYjcZnn31269atNpvNZDIN9Iw6ne52CgoNHtjMiYaEILCjgWhgMycgGHQIgvwiYHoZDEaz1mDwOHOOTqPSaVQAgE5vvOUBDNjtqE9KF+Tq5Z2jYiP9XQrId7yJ+OXLl8eNG4d3MQAAmEzm+vXrjUYjAEClUv3rX/8ymUwREREFBQV4ghMnThQWFqIompSUtHTpUgBAZWXlV199xeFwRo0aNZRXA3kFNnOiQVEMwDkTBAObOQHBoEMQ5BcB08tw34xJ982Y5O9SEFR0WIi/iwD5lDcRb2xsTElJcT6SlpYGAJDL5ZcvX962bRuNRvv4448rKirS0tKUSuXp06dff/11AMDbb7/d1dXFYrE+/vjj9957j8Vi/fzzz42NcKstP4PNnGgQBPE4PBAKYrCZExAMOgRBfhHA6zJAPqNQafxdBMinvIk4hUKh9LIB3vTp02k0GgAgKSlJoVAAAIRC4csvv1xTU3P06NG6ujqlUnnlypWZM2eyWCwAwLx587hcrsesIJ+BzZx4YBcD4cBmTkAw6BAE+UWA9TLY7WhzW2ffafRGU0dXj2/KQxBcFsPfRYB8ypuIR0dH19fXOx85efIkPiSBSqXiRxAEwTAMANDS0rJhw4aqqqqQkJDs7GwAgNFo5HA4jmR4dwPkR7CZEw0C95ggHtjMCQgGHYIgvwikXgaL1fbh1z9u+mhHQ0tbH8l2Hzz+yodfFpXX+qxgQQ9uFEo03kR8woQJFy5cUCqV+F2dTrd7927HMg0uzpw5s2TJkgULFuTk5MhkMgBASkpKUVER/qhUKpXL5YNU9n6QEBIAcDa6B7CZExPsayAU2MzdIQABAARxO4BBhyDILwJmXQYAwHe/nLhW05ifnZ4QHdFHsrnTJpbXNX3x/cG31v05TMj3WfGCGAbXIScYbyJOJpNfeumlDRs2jBs3DgBw/fr1v/71r/hECXf5+flbtmwpLy9XKpVsNvvw4cNr1qwRi8Wvv/56ZGSkWq1OSEgY5GvohYTPMVitkXyOb04XQGAzJxoBjcpi0OkUsr8LAvkObObuBEx6OJctCt4f/GHQIQjyi4DpZZB3dp+6dDU5Prpg0dy+u5yjwkPX/OnBt7Z+s/fo2VVL7vNVAYMZk+75qyMUrLyMeFJS0qefftrc3MxkMleuXIkfTEtLw5eBBADMmjULvxEfH//uu++qVCqxWAwAMBgMAIAnnnjCbDZrtdrQ0NDBv4ZesGnUTInYZ6cLILCZE00Ymynksv1dCsinYDN3RyGREkKC+RcpGHQIgvwiUwstoQAAIABJREFUYGZMXLhagWHYQ/dO92ZU24iYyIyUxOLyGrPFMvRFC35Krd7fRYB8yvuIk0ik+Pj48PDwflPSaDS8iwEA4FiFgU6n+7KLAeoDbOZEAyNOQDDoBASDDkGQXwTMWIb6Zjmfyx4ZK/Ey/djUkVer6pvlnUnx0UNaMCKICOpufsjdHUYcw8B5qfZso6bHaIvgUu9OEoyJgIs7DnewmRMNjDgBwaATEAw6BEF+ETBjGdRavUjA8z49nrhHoxuyEhFIc3u3v4sA+dSdRLy2yzTxk7JH99T/0mG+YkX2yIyzvqyct7OqU2cdxBJCgw42c6KBEScgGHQCgkGHIMgvAmYsA4VMtg1kmVybzQYAIJPhulaDICmm//HwUDC57YjXKIzTPr8+bpxkZmqoYyOHvIlRV4ra8rZev/DMmFB2wLzmEA1s5kQDI05AMOgEBIMOQZBfBMxYBj6XrVCqUBT1Mr1CqcafNZSFIoqKJh/tMggNE7cXcQwDj3xXm50jGZMW6rxXJJmETBwvkcTyVx9oHLQiQoMNNnOigREnIBh0AoJBhyDILwKmlyE5PtpotlTUN3uZ/mpVPZVCiYOLyQ+GjMQYfxcB8qnbi/jZJk23BU1P8bya4/jsyN/qVK1q/y/I6n1nJaHAZk40GYkxcIM7ooHN3KPg3usRBh2CIL8ImF6GCRmjSCTSnsOnvZk3UdnQXFEvzUobSaXA4dmD4Eq1T3+C1lvQfde7nzvY9OCumiXf1m440nyqQW1Hg/lDwHBzexE/1aCJjeWDXnaBoVJI8dG8M42aOyrZHZNrtJea2ys64DxVVz5u5pDfXWyUlcg67EH9/QpyAZu5O73FermlvbnHz+9NQwcGHYIgvwiYXoawEMHMSWOl8o5//3efzmDsI2Vtk+zTXT9RKOQFM/N8VrzglpOS4JsTYRj46Fxb4rvFr/7eXgkoIJJnDuVcMGBPHpCmfnD1l6oe3xQDur2IK/RWBpPaRwIGg9Kl9/MakFqTBSDAYIVLUbryWTOHhgmETLbY7daBLHgEBTrYzN0ZrFYUw3SWoH1TgEGHIMgvAumn/qVzZ7YrlGXVDX/757b87DGZo0bERIhZTAaCABRFlWptU2v7xauVReW1CAKeWDw3KtzzyG1ooIqqG7OH/l3KZEOXfltbqbLMn5ckEjKcH5qQFdEk0zy5v/HJbN3r98Cxf0Pu9iIewaFe7errg5rBYI3g0u6gXNAQ8k0zh4YPFI5iIB7YzAkIBh2CIL8IpF4GMpm0bsVDB08WHjl76fDZS4fPXgIAIAhCJpOcp1FIxKLlC2elJMDvooNmXHL8UJ8Cw0DBnnqpBbt/XhKJ5GHMfXw0T7ww5etf6kLZlL/kRbo8evjw4dTU1Li4OOeD5eXlKpVq8uTJQ1huAAoLC3Nzc92Pnz59etq0aUN66qHTb8TbNJZKhZFFJY2L4tDIN+J190j+Z1fqcnMiEU8RNFvs0lbN1CWJg15aaFD4oJlDwwoJQWBHA9HAZk5AMOgQBPlFIPUyAABIJOT+u/LmTMkpKq+tk7a2KZR6o8lmszMZNC6bFScJTxsZB/sXBt21BtlQrx70U4WyUG5YdH+yxy4GHItBmTt7xBv7qu8bJUwIuWWww9tvv52bm/vuu++6HAQADHUvw+eff+6xl+HgwYOB28vQR8S7DbYn9jacaVBFilgWm12ttf59TmxBjhgAMDGWO4JPK7nWOS7Tw75ZhRflD6aLwjl9TamA/MgHzRwaVmAXAwHBZk5AMOgQBPlFgPUy4Og0Wl7W6Lys0f4uCFGkxkmG+hSvHG2eOCGKQu5noRAuhzZmdOhbJ1q3L77lJ3GBQKDRaNRqNZ/Px4+Ul5fHx8c3NTUNUYH79f777/vr1Heut4gbrejM/1TwwjmPPzoGD1Z3j2nTsQaTFX0mNwIAsGtpUt7W6zY7mj02gvxHh5HZai+8KDcqDf96GLbZ4csHzRwaVuBYBgKCzZyAYNAhCPKLgOxlgHysQd6ZEus6SWEQ1XaZFAZbfBTPm8RpKaE/7K20oyPIt456mDVr1pEjRx5++GH87i+//DJv3rxPPvkEACCXy//5z39arVaz2bxy5crs7Oz6+vrt27fjKfF9Df/xj380NDR89tlnNpvNZrMtXrx46tSp+HOPHTvW09PT0NCAoujzzz9/8uTJkpISs9n89NNPZ2VlAQCOHj164MABFEVjYmKef/55Go0GAHjvvfdeeOEFAIBGo3n33XdVKhWFQnnsscdOnjy5evXq7du3r1692lHUhISEtLQ0jUbz/vvvd3d3U6nU5cuXjxs3bjD+urejt4h/cakDsKiTJ0U5joiEjPtmJ246UP1oVhifQY7m0y4+k/7Evoad35YnRPPoTIpBZ2lq1SxIDfnwqdFcOtmHFwENzFA3c2i4QVGstx1hoGAFmzkBwaAPK1096jaF0m63S8ShYpHAcdxgMtvtdi6bBQBQa/XuW25z2EwqhYJhmEqrB04dxAiCCHgc9xM5p2Qw6Ez6jVWxNDoDiYRwWMxbE4OOLmVEWEgfmSAkhM9hI4iHtw2NztDc1mk0mblsZnxUBINO8z4T5wt3sNtRpUYbJuT3lsCdvLNbIhbht1EUU+tu+SvhKBQyno/HPPu+ih61lsWk02m3HERRrFulDgsRAMgT2MsA9S8qTDik+ZfK9TGRHC8/73LYVCqF1KK2xAvpzsfvueeedevW4b0MNputsrLy6aefBgBYLJb169e//fbbCQkJer3+ueee27BhQ2Ji4jvvvIM/8d1335VIJACAN998c/PmzWKx2Gw2FxQU5OXlUSgUo9G4c+fOjz/+OC0traamZtWqVevWrSsoKNBqtc8///wXX3zR0tJSXFz80UcfkUikAwcOvPPOO6+99hoAoLy8HM//xRdfXLJkyYwZM+x2+zvvvHPlypWnnnqqurraUfLW1lahUAgAeOmll1avXp2WlmYwGNavX79p06bwcA9TD3ygt4jvLe9JTQ1zOcjn06PCOacb1AvSQgAAkTzaL/83qq7LdLpRrTTYJEmcGYsTJDy46ONwN9TNHBpuEATBABzLQCywmRMQDPowgaLojn1HLl2rjhAJyWSyrEMxKiFmxQOzhXwuAODX05fUOn3BojlSecdbW//rPs5sYmbqkw/NPXCi8ODJQufjCAKeL3h4lNtscZeUPA7rnsnZ906ZcPjs5YYW+f97cplzd8Gx81eOF5ZsXv9k35nQqJS8rNEPzZlGp92Y/arR6f974LeSyvqI0BAWk67S6NRa/bQJGQ/NnkahkL3JxHHhzue9Wt2w9+jZt9Y+3lsCF81tnW988s3fVj2SGBMJAPitsOiHX0+7JyORkL//9QmRgOeSpzdXsWPfEQad9vSyBc4ZVjU0f3Pgt7//9c99lI3IAqaX4eTF0mPnigb0kYjLYq5bsZjJoPefFOpTt1rHYTL6T3e7OnQWBmMA0/W5bFq71rWXgcvlhoWFNTQ0jBgx4ty5c3l5N/YxPXPmTH5+fkJCAgCAzWYXFBTs3bt3/fr1+KM//vij0Wh87LHH7Hb72rVrxWIxAABBEAaDoVAoIiMjAQCZmZlpaWkAgOTkZDqdfu+99+Knw3uaURRds2YNiUQCACxYsGDPnj16vZ7NZuP5y+VyAMCMGTMAAGQy+S9/+YtjtIWLsrKy6Oho/EQsFmvZsmW//PJLQUGB93+WQdRbxHuMtkSmhxcNOoOiNNicj4wMZYwMHcI6Aw26oW7m0PADuxgIBzZzAoJBHyYOn71c3Sh767nHQ4V8AIBGZ9ix78gHO398Y80KAIDVbrPabACAOEn4J68+h2E3xzI0tnZs2fHj7PwcAIDRbB4/JmXVkvv6PZ1zSpPZUl4n3b7nVz6HPSs/e+OH134vujYlZwyeslul+en4+ccW3N13Jja7vVHWvn3PryQS6ZH7ZgIAjGbLP/7zvYjPfWddgeP3/KbW9u17Dv+7a//a5Yvwjoy+M3FcuDOb7eZBjwlcnL50lUQinb50Fe9lmDU5Z9r4TPw97l9f7clISbw7LwsAQCKRqBSKS55eXoXVZi+vq718rXr8mJSb5bTbbf2Vjcj6mQY/fBiMJq3BoNMbvf+n1RvtdtcRR9BtYA9xTw2fQbFaB7Bnu9FsF3r6rjtv3ryDBw8CAA4dOjRv3jz8oFwuj4+Pd6SJj4/Hv/kDAK5cuXL06NENGzYAAMhksk6n27hx44svvrhp0yatVov90ZMcEnJzCJlIJHLcxl9ZIiIiWKybY67i4uIc+QMAOjs7nXe+EAgEzjk4a2pqqqys3PgH/EL8pbeIJ4cxFN1G16MY6OoyJIcxPT0DChhD3cyh4cbjwFcouMFmTkAw6MNEdWNLblYa3sUAAOBxWM8+cv+SuTPcU9KoFDqNhv8jk8i7Dx6fM3V8bKT4tk/NoNOyRydNyUkvrawXcDmLZ03Zc/SMVm/AH93984nEWEnu2LS+M6GQyUlxUQ/ek3/xaiV+5NCpi2QSac3yB5ynDMRHRaxbsai+WX6prNKbTO6c2WK9WFa1aFb+levVRpMZP0inUfE/IIIgFAoJv413Mbjw/irCQ4W7fz7h+LtB/QqYsQzzpk+aN32Sv0tBUFb7ALoAbsNIEaPL/btrLyw2u1pniRF4eNfMzc399NNPVSqVTqeTSCRarRYAEBISolKpHGm6urrw7/ktLS0ffPDBv//9byqVCgCoqKjYtWvX+++/j3cZOAY79EulUmEY5vi8rlKpHCtQAgCEQqFGo3HctdlsarWaRCJhToPh8OLx+fzc3NxnnnkGP2j3a/9obxF/ekL48h/rRybw6bSbLx3XqxShDPKkWK6vSndHKGQyAIAMv1+5GepmDg03CMAAAH1s6wMFH9jM3ZEREgjqNwUY9GGCz+XUN8sxDDjqGplMGj0yrs8ngZ9OnAcA3DcY34BoVKrFagUATB2fWXi18odfT/958b3FFbWV9dLX//J/XmYSFiLQG00Wq41GpRRerZg/fZL7V/cQPndiZur50oqJman9ZnInV4S7VFbF57Jn548/V1xeWFoxc1LWgJ7u/VXkZ6dfrWrYdfD4U0vn33mxiSBgxjJAfmR3W4RmcE2I4egMFpXa7E3ihkb1xDgui+qh6pLJ5JycnDfeeOOee+65mfmECb/99pvFYsHv/vDDDzNnztTpdC+//PKmTZsc4xRaW1szMjLwLgalUllaWupl4fV6/ZEjR/DbUqlUrVaHhd1cuSAmJqatra2jowO/u3fvXovFwmazlUolPuHCYDCcOnUKAJCVlXXu3DmD4UYX6ZYtW/DjftFbxO8ayf9TZuie/TV1jSqD0dajNp8rlJWWdnzzUGKgfFWJF/LCuayUUNcljiA7ip5t1Pz5x/rRH1yN+XtRxodXn/2psUSu93e5oKEiYtBHiUU0MlyTlUCG+t08EAlZjJGhwvgQfv9JAxMM+jAxZ8r4hpa2f+34X1VDs5fb+zTK2o+dLypYNIdyxy/Uso6u34uuTx6XDgBAELD8/nsuX68uraz79ucTC2bmeb9+YaOsTcDj0KgUlVan0uiS4qM9JkuKi5LKO/rN5DYuxN2ZK2WTs0YDAKZkjzlz5dqAnjugqyAhyOMPzC6rbigqr7mTAhNHwIxl6JfJbKlpkhlN5hA+d0SMhNzfnoiQ94Z6Rh+ZhKydLPnfFfmsuxL6Tmm3o0Ul7TsXjegtwX333bdixYo33njDcUQsFj/22GOrV69OSkpqbGzMycnJzc396KOPdDrdjh07HMnWrVu3d+/ezZs32+12o9E4efLkbdu2vfrqq/0WfsSIEbW1tYWFhXQ6/fr165s2bXIeh0wikTZs2PDiiy+mpqZqNBqhUBgdHQ0AWLhw4erVqxMTE6VSaUZGBgCAx+OtWrVq1apVGRkZbW1tkZGRs2fP7vfsQ6SPiP9jTmxeLOdfv7efPdfCopHnpvAPrM30OIFleCKTSAlwNWA3WrP9mUMdRe3G9LSwSVNjGXSKwWitkmnnfFV1f5rg4wUjaOSbtdpisfz2228uOaSkpCQmJoKBKywszM3NdT9++vTpadOm3UaGkJdCWEwBEw6lJhY4P98dAkAoO5hn/MGgDxMSsWjTs8sPnDj/4df7uGxm3rjRMydm8Ti9bp1gs9m/2nt41uSc+KgI5+MNLW2ff/8zfptGpSydN5NJ97zA9vXaplc/2gEAMJktPRrtjIlZjjUFJGLR3KkTP/32QJQ4dNbk7D6KbTCapK0dAAAbija2tP10/NyCmXkAAL3BBADgc9gen8XnsvUGo2Oob2+Z3DlZR5dU3vHso/cDAHLHpv149GyjrD0hOqLfJ+IGdBUAgPBQ4f13Td518HhKfAwnqF83BkXAfDcAAGAYtuvg8cvXqt994UmXrUTOXC777pcTRvON36sFXM6KB2dnjrqdj7yQu261TtD76+CgeC4/8pvSrmuVXWNSQ3tNhIHTv8vyYjgzE11/c3CsYpCcnHz+/Hn8NpfL3b17NwBg5syZ06dPl8lkQqGQy+UCANasWbNmzRqXTD799NPW1lY6nR4WFoZhmE6nAwAkJiZu3LjRkca5YwK/jf9frVarVKro6GjyH/3NjpTJyclffvmlTCYTCAR8Pn/FihUAgIcffnjevHnd3d1RUVGOp0ydOnXSpElyuTw0NJTD8bAvkc/0HfEFaSH4dhJQcDDZ0Lu3VyJc+iMPpTk2iOVyaOFh7MwxYSdOSh/4purg/6U6hqtgGOYYHIT77LPP1q9ff3u9DJ9//rnHXoaDBw/CXoYh5YMXdmi4gUEnIBj04UMsEjzx0NzHFlhKKutOXiw9eaH0qaXzUxNjPSb+6fh5DAMLZri+P7IY9PioGxuQUSkUKqXXYQ7xUeEP3J0PAMAwrL2r5+dTF3YdPP7o/LvwR+dOm/DrmUvzZ+bi65f3prpR9sHOHwEAJBIiEvAeunfalOwM8MfKPr2uyo8BABDwx+5xvWVy585cLhuTPELA5QAAOGxm5qjEM1fKvO9lGNBV4GZNzi4ur9n183Fv1uAkuEDqZdhz+MzxwuLUEbEuk2fKqht27DvMoNNn548XCXiyDsX54vKPvtn3t5XLRsZF+au0wUQSOuS//bKopF/+L2XaFxVGozVnbIT7VGGzxX7692aG2fbVI/2sT+MRiUSKjfX8Ou6AIAg+0AC/jfdHeInP5zsvx+CCTCY7rwGJY7PZjq0oHGg0mvNalf7ig4hDw8eGw81WBnVWfqz7brI0CnnWXQkHD9V++Hvbuik3dlyn0+kLFy50pPnmm28mTpx4990elqe+E++///7gZgi5gM2cgGDQCQgGfbhh0Gm5Y9Nyx6btP37uix9+ee+FlRS3ngJ8rsSLTyxxfygiLGR2/nhvTsRhMUfE3HjjToyVjIiJ2PjhjhkTx0rEIgAAhUwmkRAatZ8t3rLSRnr8Os1jswAAKo2Ow/Lwk36PRsvjsBxDe3vL5A5ZrLYLpRUCHuejb/bhR7p61N0q7ZJ7pzN6Gd/hYkBXgUMQZMWDs9/45L/FFbV3PpMluAVML0O7Qnn490uxkeK1KxY597rZ7PYdew/TqLSNzzwWGXZj9f7J49L/8cXuH349teGpR/1U3qDS2KZIix/y/pqEEMalZ8f83w913/1YlZoqiovm8Tg0O4apVKZGqbqiqnvxmJAP5iXTKYE9F2bixIn+LkL/fBNxaDhQ6K1fF3c+8tBo9y4GHImETMmP/fuBmmfzIpznTeCuXr3666+/fvnll/jdhoaGzz77zGaz2Wy2xYsXT506VS6XHzt2rKenp6GhAUXR559//uTJkyUlJWaz+emnn87KygIAHD169MCBAyiKxsTEPP/88zQaDQDw3nvvvfDCCx7zHLq/BqHAZk5AMOgEBIM+bM3JH//LqQtyRbfL/hFWm+2rvYfvys1y9BEMisgwEYtB71Sq8F6GO8RhM8NCBJX1zdERYe6PVjU0J0R7VXgKmYy6LR1iR1GyF1/gr1yvRhDEZbnHAyfOXyyrmjbeq7ESt3cVkWGiBTNz/3vg+OLZU7w5C2EFTC/D+ZJyFMUeW3C3S6/bhdLKHo1uwcw8RxcDACA5PnpsalJJRa1Kq8NH0UB3IjnG26FHdyiCSz3y59RTDepvShTHjzV0ai0UEojiM+amCD5bOXqUOBhmQD399NN+PPuJEycqKipYLNbixYt5PF5LSwsAICYmxiWZlxGXy+Umk2nEiF6XyYCGvyPVqvhoHqvPlTVCBAyRkHG2UXPXyFsG7KhUqjfffPP9999nMG7M+33zzTc3b94sFovNZnNBQUFeXp7RaNy5c+fHH3+clpZWU1OzatWqdevWFRQUaLXa559//osvvmhpaSkuLv7oo49IJNKBAwfeeeed1157DQBQXl7eW54UT5tRQQPlsxd2aPiAQScgGPThQCrv+OXUhVVL5jsvG6czGDEMuP8e/tPx8yiK3X/X5MEtg0qrM5rNjq0079zkcaOPnS/Kz05n3rpbqryz+9K16qe924hBJOCVVta7HJS1K0T8/gcUn75cljs2bfqETOeDCqX6zOUyL3sZwO1exez88cUVtft+O+flWYgpYH4Wrm+WC7gc91VAz14pI5FId+WOczk+JikeACBrU/imeMHtWoPMl6ebPoK/fdHI+heytG9M7Hlt4vV1me/OjQuOLgb/On/+fE9Pz+rVqxcuXPjJJ58AAFgsFr6thgsvIy6Tyerq6ga5lJBvVSqM/JD+p+yGhDBrFLdsN4ui6CuvvPLkk0865vjY7fa1a9eKxWIAAIIgDAZDoVAAADIzM9PS0gAAycnJdDr93nvvBQBwuVz85wsURdesWYOPUFuwYEFDQ4Nef3Nji97yhO6cj1/YoeEABp2AYNCHA3GIQNbR9fGu/Qrljb3VFUrVV3uPxEaKXUYWNLS0HT13ZfaUnG6Vuk3R7fin0urwBFarrUetdf7nPhbAJWW3SlPd2LJ194GkuOgoce/Lnw3QnPzxPA773W3f10lb8V0z7Ha0pLLuX1/tGZ+e4uXqeDnpyRqdfvfPJ/RGEwAARbFLZVUnLpTmZo12pDGZLc5/im6VBgAg7+yub5ZPyRnjkmF+9mipvKO5rXNIr4JEQh5/cI5Wb/DyLMQUML8IqbQ6kZDncrBbpamVyjJHjXRfozVEwAMA6AxGAN2xrKR+tvOFAoJKpQoPDwcAhISELFmyBD8CABCJRHv27FGr1QwGY9myZRUVFY01NbUlF/Efn/Fh6rt27bJarQCAFStW9LFQkHM+AIDvvvvOYDAwmcylS5deu3atublZpVJhGPboo49SKBTnxH0vPjSIMAzrMhgFTAbVV2cc5qwohnixDSlCQiz2W5ZH2r59e3R0tPNOKGQyWafTbdy40Ww2k8lkrVaLYRgAwLFfLABAJLr5ccpmswEAIiIinLu64uLi5HJ5UlJS33lCd270iGij1cYcpL3EoIAA38090pktTCqVHCgbMg8QDPpwwGTQX3py6e6fT7zy4VdsJhPFUL3BlJOe/ORDc/EEDBrNTLcCAC6WVaIotnPfUZccQvjcd19YKeByfjtfXFp1y4//D82Z6r5Sg3NKBEFC+NwxyQkP3J3vvMoAnUbre/0CR6k8olDIL/z5oR+P/v7Bzh9JCMJiMrR6A4NOuycve86U8V5mwmWzVj+2cMe+IyculHBYTIPJTKVQ5k2bmJeV5nwh12oaHU+hUijvv7iqvK5pZKwkKty10yQyTJQcH329phGfh0Kn0xg012t0LpKXV0GnUV12HpCIRQtm5J4vrejt0qCA+XhBIZPxXi5n54qvYxhw7MvizGqzAwC8XPwD6tuV6saclH72mISGv1mzZn3xxRdnzpxJSEiYN28eAKC7uxsA0NzcLJFIFi9efO3atSNHjtBotLLqutf+9uLx48e7u7uffPLJioqKjIyMzMzMQ4cO1dbWpqR4aHEAgJMnTzrnYzQa09PTMzIyKioq9u/fz2QybTbb8uXLCwsLL168aLFYnBPjv2/7gLRH067VMyjksX8s0Uxw8QL62Xpdv8n0Wku8UOi4e+nSpbNnz27bts05TUVFxa5du95//32812D9+vXeFADveHJsE6VSqZwXUr29PCFvlMjaAULKjg6nwB43woDv5u5URnNVZ7eIzUwKFfafOgDBoA8TPA77qaXzDSazQqkik0giId95B8r5M3LxPvRl82Yumzezt0zmTBnv/NW3D96kfGddQd9flByl6g2dRnvkvpkP3zuto6vHaLZwmIzw0BCX5RL7zSQ5PvrttX9WaXU9ai2VSokMDXFe87K3C7lr0ripOZ6nRTy3/EHH1hvPPrKASnFd4dKlSN5cxdPL5rvnM3faxBm3rgoBOQuYXgaxSFBaVa83mNisGxOALVbbiQslDDptXFqSe/rWji4AgGjwZh8RGXx/Cg4UCuWZZ54BANTU1Lz66qsffPABfry0tFQkEtXX12MYRqVSxWLx/XPuwR/KyckBAMTHx+/fv7+oqKihoUEikfSWv0s+MpnswQcfBACkpaUdPnx41KhRo0ePBgCIRKKmpqby8nLnxEN97Q5mmw0AYIO/h/9hVpLgtROy/Nwo58miLowme5NcMy3xxiutQqHYvHnzRx99RLu1X7+1tTUjIwPvDlAqlaWlpd4UQK/XHzlyZM6cOQAAqVSqVqvDwm4uwnR7eULeQBASimE2Owp7GYgDvpu7s6J2AIDV7nnMeRCAQR9WWAx6nMTDjxx9vAUPnX5/i/WyVBQy2X1MwYAyQRAg5HGEvAEspUciIXSa50+Pzsc9bqLhsUh9X0Vvm3Ew4e/ZvQuYXobMUSOvXK/54fCpFQ/Mxn/1+u7QSbVWf8/kbPdGYrPbzxVdEwl40b1XF8h7JTXSrGQ44i7gbdu2bcGCBWKxODk5WSKRGI035hOFhITMnj07PDxcp9M1Nze3tbU1tHVlZQEAAL7M3s6dOxctWiQWiw8dOtR9pEFeAAAgAElEQVRH/i75aDQatVrN5/NVKhWHwwF/7EvsMfHQXTXUt5GhjEkx3OKrnePH9bpC2MUrrY9miQWMG+8XO3fu1Ov1r7/+unOaOXPmzJkzZ+/evZs3b7bb7UajcfLkydu2bXv00X42+hkxYkRtbW1hYSGdTr9+/fqmTZuc68nkyZPd83z11Vfv4IqhG1DY10Y88N2cgGDQIQjyi4DpZZg0NvW380VnLpc1ytpHxkpkHV21TTIhn/vA3fnuiXcfPK7oUT80ZxqCBOcsOx/LHBnr7yJAg2DevHlbtmyZOHFiT08Pm812TIafP3/+1q1bU1NTq6qqCgoK2trakqJv6WhPSUnZt2+fQCCQSqWtra1jx451PHTs2DF8AcjQ0FCXfBYvXrx169aRI0fW19c/+eSTFy5ccM7TJfHQXz3Uq633J0z45BqHQ01N9rC7VfHVDmW77u3FN8clrl+/vreZC59++mlrayudTg8LC8MwTKfTcbncjRs3OhLs2LHD5Tb+f7VarVKpoqOjHZtX4cdZLJZ7nnd4vRCOhCCwo4Fo4Ls5AcGgQxDkF8jZs2fy8/2822dlvfST3QeeWvUnx5FYPptHdx2aotUbvvrxcGlVHf65KE4SvnLJfS5Ls6Io9tl3By5fqx4ZF/W3lb5bUi64ldW3ZCS6bnYIBSIURdvb2zkcDo/nupaqSqXi8Xh4k3GPuF6vp1AodDrdbDbT6XTQO+d88LsCgcDLxD5Q3dndYzRTyKScaLi5102VncY528tDw7mZGWJxKAsAgGFA3qG/erWDbLYe/L9R0Xw4JjDYXJDKAQBjJWIGXACSMOC7uTuF3lDfpeIx6GnhHrpZg0AQBx2fWo+iqN1ut1gsFovFYDCYzWbHzkcQBOGuXLlCJpM5HA6bzWYymXQ6nUajUSgU/BO4x1/lr3eqHLe/3L778UX3jkkewPSrysqKQPpswWWz1ix/UKPTd/VouBxWmKc1FyxWa3lt07i0pD8/NBd2MQyWlNhIfxcBGhwkEqm3hRWc+wLcI85ms/EbfXcxuOTjfrfvxJC/pIqZpc9lbr3Y+dWpJoXWymFRNXpLfAhz1UTxygnhVDIcFBaE4FgGAoLv5gQEgw5BkF8EUi8Djsdh8zjs3h5l0Gn/3riGFKTbEfmLtF2RHAPfpQgERpyAFN1dG2ZEbZgRpTHbu/VWMYfGpsGO2mAGexgICL62ExAMOgRBfhF4vQz9gl0Mgy5SFJzbO0G9gRH3ntpk33Gl82i9WmOyR/Ppi0cLH0gXBeKLkCPoPDqZRyf3nRiCoEAEX9sJCAYdCmgYBpRqTZtCqTMY7RgGMAzDAJlMRlEUAEAikex2O4IABEEQADhsVmSoUCTgwYX5hoMg7GWABp1So+P+sYEoRAQw4l46Wa9+5LvaqCheXKxAwKCqNeaXT7X9/bT8wPIUCS/AFjKAQSceOJiBcGAzJyAYdCiwoCjWJO+Qd3YBgKAAwQDK53HFYaJYFrPf5+oMRnl3T3ljCwJIJIABgEWGiRKiwuEker+AvQxQ/1iMfqbiQ0EGRtwbpXL9km9rZ92VEB15Y4fnGAknfZToSmnH3dsrLz87JrBmHMCgEw2CIBicNUEwsJkTEAw6FBDknd1Nre02FMMQRBIelpE+6jYy4bCYHBYzPubmAmSKrp6zpZUIhpFJSEJUhMumAdCQgr0MUP/sdtTfRYB8KogjzqRSeoxmGmkQZgSsPtCYOyHK0cXgkDM2/KjS+OG5tg0zou78LD4TxEGHPCIjAACEQg6kvjDoDsFm7o5OJgMA6JSgnSYGgw4NZxqdoby2yWSzh4UKR6clD/pMh7BQYVioEACAYaClraPqchmdQk4fGc/n9rrGHzRYYC8D1D+r3ebvIkA+FcQRjxXy+QwGl3Gn0xlaVOZqhbFgluf5rpljxF+flQZWL0MQBx3ySESjSkKFFDiOlEhgM3fHY9DHRonxvoagBIMODUMYhpXVNCo1OhaTmZKSSBn6bj4EAbGS8FhJuM1ur2poMRgMQg4rc1QiXMFh6MBeBqh/XC+mQkHBJLgjzmcOwvDRaoUpMpSN9LLMY5iIKesx21GMHDjrQAZ30CF3AjaLFrzfrCCPYDP3iEEJ5g/DMOjQsIJhWGlVfYdSnZaSmJAQ6/sCUMjk1KR4AIBWbzxdfJ2CkCZljPJBNwcBBfMLKzRYutU6AYfl71JAvgMj3i8KGeDrG3uEYhjAACmgOshh0IkGRpyAYNAJCAYdGiZsdnvR9Vqd2TwqaURiYry/iwO4bOa4Mal6g+l08XUWjTY+PRn2NQwu2MsA9U8SBrdBIhYY8X6NiWC3KgxWK0qlehhwLmvTpUWyAqqTAQadcGDECQgGnYBg0KHhoKJe2qpQjklLYjGG144nbBZj/NjRJrP51JWyCJEwPSne3yUKHoE9IdNuR/VGk9li8XdBglxDa6e/iwD5FIx4v0QsyuwUYdHVdveHUBQrLm5fnRvh+1LdCRh0ooERJyAYdAKCQYf8S6XVnbh4lUKnTxw3Zrh1MTgw6PQJ48YwOewj54u7etT+Lk6QCOxehms1Davf+Og/Pxzyd0GCXEpspL+LAPkUjLg3PrgvrqGup6Ss03k3QLPVfuxkUxKP8lhWmP+Kdjtg0IkGRpyAYNAJCAYd8hcMw86VlJc3tmSPHR0hDvV3cfoXJhJOys6okbX9XnwdReFOz3cqsHsZIN+41tDi7yJAPgUj7o1ILu3cU6O1rervf6w4d7H1SlnHqd+bd31fMSmEtvexlMBZ9vEGGHSigREnIBh0AoJBh/xCqzccOns5Pi5mzKikAJpAiiAgPWVkYmL8od8vqzQ6fxcnsMF1GaD+ZSXF+bsIkE8FccQtdrRJqYrgsnmMQdhpIkZAP/90+nmp9nSDpsdoixvBnTs3JiFkmA4I7FsQBx3yaERMRJfeGMqG688TCGzm7lAM69AaBEw6kxqcH4lh0CHfq22SNXV05U/MCtB9ItlMxpSJ466WV4v4nNGJsAXdJjiWAepfUXWTv4sA+VQQR7xZqVYaTHXdgznpLi+O+7cZUe/OjXs2LyJAuxhAUAcd8qiqo7uuq8dit/u7IJDvwGbursdokvaopT0afxdkqMCgQ76EYdjpomsmFJuYlR6gXQw4BAFj01MwMuXkpTI4e+L2wF4GqH/ZKfH+LgLkU0EccTuGAgBQrNdNKAkriIMOeYR//oMfnggFNnN3KIY5/h+UYNAhn7HZ7b/+fmXkiPi46CBZDSRWEj4qZcSvv1+22mz+LkvgCc7hYdDgKqmRZiUTZbyQyYY2dJviQxisW3coNBgMu3bt0uv1IpHowQcfZLPZ7s9taWkBAMTExNzGeeVy+a+//goA4HA4ubm5sbGxd5LbHQqOiGMYdvr06bKyMgqFMn78+PHjx992VjabraSkpI8c7uRchYWFubm5t122wRIcQYe8F8Rfq6DewGZOQDDokG+YLdbfLpSMz0pn0Gn+LstgYjMZk7LHHDpz+a5JYzksOMdwAOBYBqh/mSNj/V0EH9lfroz9e/Hcb2pi/160s1jhOG6321977bXZs2evXbt26tSp77zzjsens1gsFot1e6eWyWTh4eHLli2bOnXqf/7zH51Odye53aHgiPgrr7xSXFw8ffr0/Pz8H3/8cceOHQPN4auvvsJvGI3Gr7/+eojO9fnnnw+0YEMhOIIOeY8UyGNZodsDmzkBwaBDPqA3mI5fLMnNyQiyLgYclUqdlpdzpri8R631d1kCCRzLAPWvUiofnRDl71IMuS69bdW+hvlzE8NELLXa/OLPNVPjufg0+9OnT999992xsbEAgLi4uKVLl5pMpqqqqvDw8MjIyLa2NoVCkZGRoVKpAAAtLS3Nzc0qlQrDsEcffZRCoezZs0etVjMYjGXLlgEAdu3aZbVaAQArVqwgkW729NFoNLxnQSKR6PV6nU4HAEAQ5L///S+CINnZ2Xl5eUql0vkuiqLOuZWVlbkU6fb+FEEQcblc3tnZ+fbbb+N309PTFy9evHz58gFlcvr06ccff/y2z+Uc3OEvCIIODQgcy0BAsJkTEAw6NNRUWl1hWfXkCYG61qM3SCRk8vixhUVl49NGigQ8fxcnMMBeBqh/I6PE/i6CL5TIdeEiVpiIBQDg8+mxEu6FZh3ey9DU1HT33XcDAOrq6hoaGgAAUVFRcrmcxWJFRkZqtdr29vaMjIzu7m4AQFdXl81mW758eWFh4cWLFy0Wi0QiWbx48bVr144cORIXF5eRkZGZmXno0KHa2tqUlBRHAQ4fPlxdXd3R0YGiaHh4uFQqBQAUFRXNmTMnOTn5wIEDAIDffvvN+W5VVZVzbu5Fur0/RXBE3GAwOG6TSKQPP/wQv93d2bF3x3Y2mWQ2m1euXJmdnW00Grdv37569Wo8wS+//JKQkHDhwoWWlpYNGzY88cQTYWFhAIDvv//+woULNptt1qxZ8+fP7/dcHrNNS0szGAzvvfeeQqEAACxatMjxxIaGhs8++8xms9lstsWLF0+dOhXPISwsrLfzDqLgCDrkPRKCwI4GooHNnIBg0KEhZTRbzpVW5k/ICt4ehhsQBOTlZJy/XJaXOYrH8c9Y48ASkL0MZovVZrcDAEwWCwDAjqJGk5k5GPvSQR5JO7qTYyL8XYohlyBkdPYYrTaUSiGhKKboNiSESPCHuFwuPl4gJCQEQZDTp0+LRKI+sho9ejQAQCQSNTU1lZeXi0Si+vp6DMOoVOq0adP2799fVFTU0NAgkUgOHTpUWVmZmpoaGho6Z86cWbNmAQD27dt34sQJDocDAJg5c+aXX37J4XDuuusu97vx8fHOuQ3WnyIIIi6RSMaPH79y5cr58+dnZ2dLJBJ8hQub1frF5neeXP/ifZPG6/X65557bsOGDWFhYdXV1Y7ntra2CoXCgoKCM2fO4LNjtFptUVHRww8//MEHH1gslqeeemr8+PERERH9nMtmc88WAPDyyy8vWLBgxowZdrv99ddfx7sbAABvvvnm5s2bxWKx2WwuKCjIy8uz2Wy7d+/evHmzx/MOriAIOjQgsIeBgGAzJyAYdGjoWKy24xdLiNDF4JCbM+bMxZJ7Jo2l04JwbsjgCrxehs5u1Uv//A/m9PmotLLumddv/Eq5ePbUedMn+aloQSs8hO/vIvjCyFDG4vSQfT9Vx8Tw5XLtpGjOpFgu/lB2dvbRo0cTExNDQkJCQkK+/PLLzMxMKpWKdz3I5XKXrJzHjIWEhMyePTs8PFyn0zU3N+/cuXPRokVisfjQoUMAgLlz586dOxcAcOnSJcdTUlNTy8rK8F6G5ubmv/71rwiCvPnmmxs2bHC565JbH0UakOCI+Nq1a+vq6s6cOfPGG2+oVKpnnnlm6tSpRRcK07NzIqJjAABsNrugoGDv3r2rVq3qN7fExMQpU6YAAGg0WnZ2tlQqdf627/FcHvPp7Ow0Go0zZswAAJDJ5L/+9a8PP/wwAMBut69du1YsFgMAEARhMBgKhYLD4fR93kEUHEGHBgABAHY0EAxs5gQEgw4NERTFjhUWTxqXEVjzQ+8QgiB54zOPFZbMyc+hkMn+Ls6wFni9DGEh/NEj467XNrk/RKdRx6SM8HmJgp9aZ+CzCbGq6scLEo7Vqopb9eljYuaOEjqOjxgxQiAQvPvuu6NGjaqvr4+KigIAjB07duvWrVVVVWVlZZMnT+4tz/nz52/dujU1NbWqqqqgoCAlJWXfvn0CgUAqlba2to4dO9aR8tixY3V1dXa7XaVS/eUvf6mpqQEA0Gi0f/7zn8nJySwWi0ajudx1yW3hwoXeFKlfQRPxkSNHjhw5sqCgoKWl5bnnnktMTFR0dIRHRTsSxMfH79mzx5usBAKB4zaVSrXb7f2ei8fzMHOvra0tLu7mct8CgQAfF0Mmk3U63caNG81mM5lM1mq1eF9qv+cdLEETdMhbcDAD8cBmTkAw6NAQOX6xNDszjUaj+rsgvkYhkyeMSz9+8ersvHH+LsuwFni9DAiCPLVswRuffN3Zrbr1OChYdG9sJJx+NviYdAK9gtyTJLgnSeB+fOnSpRaLpbOzc+7cuRTKjYbz8ssva7Vax9T6CRMmOD8lOTk5OTkZT6ZSqRYuXEgikSIiIiZOnEihUOh0utlsdiSeMGGCy9Mdd5OTk3U63QMPPAAASE9Pd747c+ZM59zodLpLkW5PEET8xIkTSqVy8eLF+N2YmJj8/Pzq6mq+QKDoufnS0dXVJRKJSCSS8/AofBXPOz/XxIkT3bPlcDgajcZx0GazqdVqAEBFRcWuXbvef/99fGOR9evXD/SS71AQBB0aEARBMNjRQDCwmRMQDDo0FEor62KjI1hMhr8L4h8MOj0pIbaoojY7LcnfZRm+AnKIC5vJWP3YAzTqLa+b82fkTcgY5a8iBTf4QRRHo9Gio6MdXQwAADKZ7PxTcx8EAoFjRBmbzabT6QAA/P/enDckJKS3uy65eV+kPgRBxOPi4n744QfHoox2u720tHTEiBF5kyYVn/+d9Ucsfvjhh5kzZ7LZbKVSiaIoAMBgMJw6dWpQzuUx2/j4+Kampo6ODjzx3r178eEJra2tGRkZeBeDUqksLS290z/BAAVB0KEBYVLITCqFRoEDPgkENnN3HBqNSibxGUE7xRoGHRp0nd0qvdUaGR7m74L4U6hIYMOAvLPb3wUZvgZ/LINOb+T8MTTLbkcvX6uSK7rZTEZ6UkJUeOhgnSUmIuzxB2d//v3P+N2stKSFd9/++HCobyaL1d9FgHwqCCKemJi4bNmyFStW5OTkUCiU69evz58/Pz4+HgDw9J8Ltrz2SlJSUmNjY05OTm5uLgBg4cKFq1evTkxMlEqljr05JBLJ5s2bH3roIXyPids4l3u2ZDL5pZdeWrt2bWZmpk6nGzFiRGRkJABg8uTJe/fu3bx5s91uNxqNkydP3rZt27p164b2z+QkCIIODQifTI4N72sVWyj4wGbujkmlZEcH8+KIMOjQ4LLZ7JfKa6ZOgpMFQGpSwrnLpaFCnssv3xAOOXv2TH7+lMHKTqc3/uM/3761tgAAYLXZ3t66i8NmpsTH6I2mwtKKh++dPnncaPdnVdZLP9l94KlVf3IcieWzeV4M8fr+0MnDZy/HRIo3rHqEQQ/afmi/U+kMArhlC5EETcRNJlNzczMAIDY2lsG4Oa4PRVGZTCYUCrlcruOgXq/v7u6Oiooi/7Gcj9VqlcvlUVFRzgNYBnou92wBADabTSaTiUQi5wJgGNba2kqn08PCwjAM0+l0zo8OtaAJOuQlGHECgkEnoCAOOj7nC0VRu91usVgsFovBYDCbzXgvPzREjl8ozUxPpsEdFgAAAFittuKyyntys/xdkH5cuXKFTCZzOBw2m81kMul0Oo1Go1Ao+DhrxNMeIdc7b04f/nL77scX3TsmOcH7M1ZWVgzyWAY7itpRFL99+lJZVHjokw/Pw+/OmDj271/snpSZSiYP2jSNJXNn5GWNDg8Vwj6kIaXo0QTrWxTkUdBEnMFg4EtjuCCRSLGxsS4H2Ww2m812PkKlUp1Xary9c7lnCwCgUCjuH4MQBImOjnbc9mUXAwiioENeghEnIBh0AoJBhwZRk7wjNFQIuxgcqFRKlERc2yRLio/uPzXBDOG6DFJ5u/NCCeGhQpGAp1AObFm1fsVEimEXw1CLgaNqCQZGnIBg0IkGRpyAYNAJCAYdGiwYhtVK5QmxUf4uyPASHRleL++w21F/F2TYGdLVHxGXDVQxDAAPIzKg4a5e3unvIkA+BSNOQDDoRAMjTkAw6AQEgw4NlgullakpI/xdiuFo7OiUi2WV/i7FsDPIvQwIgugNpsLSCnlnd0pCdFl1veOh1o4ujU4vDhEO7hkhH0iNk/i7CJBPwYgTEAw60cCIExAMOgHBoEODQqMz2ADgcVxngEIAABaTYUeQHo3O3wUZXga5l4HHYS1fOKulrXPXgd9+PHL2eGGJrF0BAGiStf/zq/89Ov8uEgkOZgg8V2ub/V0EyKdgxAkIBp1oYMQJCAadgGDQoUFxpbwmIy3J36UYvjJSk4vLa/1diuFl8HeyzElPzkm/sQSaUq3lc9gAABqNuvb/FsVGivt4og21O27DzX2HlaxkbxfAg4JDEEdca7bWdSnDuWwJj+PvsgwvQRx0yKPwCFGjUp0Qwvd3QSDfgc3cndWONvWoQ9lMIZPRf+oABIMO3TmNTs9iMT3uRADhEARweNxulUYk4Pm7LMMFuaDg8djYoXoBYjLo+OAFLpvF594yxmb/b+c2/+e7n46f++n4uXPF5Var7eLFEse/w6cu4A8BAHQWuyRUWFzTFC7klze28tjMBrmCQiF39mhMFqvBZOnW6BAEkXZ0c5j0SmlbmIBbUiONDBVcqWqUhApLaqRiAa9C2splM5vauigkUmePxmixGs3WLpWWTCI1tSm4LGZFU2uYgFdc0yQJFV6uaogKFZbUSMME3IomOZfFaGrvIiNIl1pnMFuMZqvijyfyWMzyplaxkFdcI5WECi5XNUhChaW10jABr1LaymEypO1dCIJ0a3QGk8VksXb0aKgUckObgstiljfKxEJe0R9nlIQKr9Y2hwo4Vc1tbAajuaMbQYBSo9ebzGartUOpoVIoDfJOHhs/I7+4plESKsSvsbRWKuJzq5vbWAy6rFOJYUCp0euMJovV3q5U0SiUenmngMO8Vi8LD+EVVTfhT4wUCa7WtYj47JqWdhadJlP0YBjWo9Vr9CabHW3rVtGolHpZp4DD+un3ktQ4CX4u/Ill9S0hXHatrJ1Bp7UqeuwoqtIZNXqDHUXlXSoGjVoraxdy2WX1snARvwh/YnVjhEhQVt8i5LLrWjvoVKq8q8duRzV6k8rxRDq1RtYewuVcrW+OEAmuVDVEhQqLqpsiRfxrDTLHE9u6eqx2VGswqbQGFEVbFD0sOq2mpT2Ex75a1xIpEly+8cTGiBDB9QaZgMuub+2gU6nt3Sqrza4zmHq0BgzDWjq6WUx6dXObiM+5WtscKbpRZ4qrm8JF/OuNrQI2s0GuoFLIHT0as9WmM5qUGj0AoLmjm82kV0nbQvncklrpzSd6qqVmq01vMneptSQEkXZ0s5n0Sqk8lM8tda+lTa14ZXPUUoPJ0qX2XEsdT7yllpJICpXGaLIaLVaFSktCkMb2Li6LUdEk77eWdql1BpPZbLV29mjLm2QGs6WPWlopbeMw6dKOboAgf9RSW0ePmkqh1Ms7+f3V0pYOJQCYUqvXGc0Wq82plrKuN8jChe61lFPd3Mak0x21VGswWWz2tm4V/Y9aeq1BFhHCd6+lNS3tTDq1tasHxTCV1tCq0ZrsqNZsEdLp7rW0qLoxUiS81tAi5LFrZTdrqVpvVLvWUvbV+haPtbRW1k6n3VpLMUymUDKdaqnTE11raVu3ymqzudZSqVstrWkKD+Ffa5DxOaxbaqnJ3KPVAexmLRXxOKV1vdXSTkctvVhRTyIhCAKaO7rYTIZ7LS2uaXKppQqVxmSxGUxmRy3lMBkVTfIwIc+5XdyspWxmU5tzLbW41FLnF2HXWtrRRSKRFCqto5aSyaTGP14Sw26tpaW10jAB17mWdmt0rrWUwyxv7LWW4i/CN2upzdahVFMp5PpWD7VUEiosrW121NIWhRLDMJVTLaVRKHWtHQIO+1q9LELkWktFPE5Ns1Mt1Rk0BqPNZnd5LXU80bmW1rS0M+m01q4eO4qp9Qa13mBD0dauHgaNWtPSEcK7pZbiL8KOWtpuNOktVgqGaQ1Glc6A3VJLXV6EGyNCBNcaZAIuq661k0ahtCnVVptNqzf16PQYBlo6lSxGP7W0vrUTfxG23FpLWQxadbNbLa1uEofwyhtlfDYLr6UdSrXFatObzN0aHXCqpWF8nsuLMF5Lb7wIk2+ppY4XYY+1VCzkVTS2ctnMJrmCTCYpVFqT2WI0O9dSZuWtHxUkocLSmhuVjcu6pZaaLFZFj4ZMJjfefON2fxHmVja3cZg33vGdaymFTG5sU/DYrrU00u2jAgCYUqNzqaV8NvN6o1strWtuauvSGkwsBq2l82Yttdrsbd1qqlMtdfmo4FxLZQolimIq/c1aSqdR6mT4E/HKdmst5bJrZLfUUo3e6FJL8RdhD7W0tYNBo8q7VDbUrtYbVToDiqKtih4GjVbT0uZWS2+8CN9aS+231FI6rbq5zfFR4UboG2V6u12lM4SyWY6PCharTfvHO77jiSIe52pdcy+1VEGlkNtvqaWItx8VyKQBfKAV8iqa3GvpLR9oXWppW5eqQ6lx1FLXD7Q9GjKZ3M8H2ma5cy11fKB1rqWOF2GPtRRBAF5LXT7QeqyleGVjMWjOH2hvraUsvJbeqGxVjeFCXmmtlM9hVkvlNDIpLBQueDnIfi+pzEhLhr0MfQsNEZRW1iRERfi7IB7UN0q71FoyiWKyoQaLBQCkU6VjMui1svYQHqesvuViSbnjizn+r/BCkeMfAsD4MaPCRQNY96CrS4GcPXsmP3/KIF6GTm/ksJn4bbsdvXytSq7oZjMZ6UkJUeGhHp9SWS/94Ot9k+6e6jgyOTk+JTxkEEsFQRAEAKju7O4xmilkUk70cHwbgCCfudTchmLYWImYQR38UY0QFCgUekN9l4rHoKfBvRgCDYZhAAAURe12u8VisVgsBoPBbDa7bxQN3Qm9wVRa1zhmFJwu8f/Zu/P4Nso7f+DPaHTfku9bvmPHduLE5AJCCBCuhh5Q2i0sFLrQ/qDtq92WpS0tW3qXXUrbBdoFdgv0WgqFQksTIOVISCC34/u2bNmy7vuWZub3hxIhS7LlxJbGnuf7ftG+IumZmcf6PI+teTTzPNn1DY+36irUilV3teyJEydIkpTL5TKZTCKRiEQioVDI5/PjCzWkjx95Q+EXjvcnHva+98GdN17b3lS79CMODg6s8LwMPn/wJ0/9Mf7vaCz2/Sd++96pPpHQ3PsAACAASURBVAHJd7p9Dz/9/OFT/YtvDlan0yNTbFcB5BUkjiEIHTc0A/cmYge6OYYgdLBMJwfGWhvr2a7F2tDaWNc9NMl2LVaLFf4Gg6Jpij67Xui7x3oqSgrvuvn6+MPLt2788ZN/2LahhSRzunwmWHkbGqvZrgLIK0gcQxA6bngEAQMNuIFujiEIHSwHTdM0wcC52xLxeATBI2Ixis8n2a4L+3LYaKaMpi0d6xIPSwo1BWql1eHK3RFBjgzqZ9muAsgrSBxDEDpuYIgBQ9DNMQShg+XoH5uqq6liuxZrSWN9Td+Ynu1arAo5vRuTiN/skcAwCMG8IWtQfUUJ21UAeQWJYwhCxw0ByznhB7o5hiB0zjPZHPpZS4ymGAYhgkAI8QiCoiiS5Al4ZKOuQrOMRbXsbl+NDkYZzoNcKhn2+tmuxaqwwqMMBEH4A6H3uwdqykuaayt7hscTE0XMmm0en79Yex6zU4JVwmBxNFbCXymMQOIYgtDxA+MM2IFujiEInaucbm/f2BTF0IVa7brmupRvduOi0djErMk7MikkeRtbGqRi0XkdIhiOCMWCFaovRsQScfJiCNha4VEGpVx628f2TBiM753oNVrsbp//sos2VJYW6WdMv/zdy/98w5XxhS3B2lKsVrBdBZBXkDiGIHTswCADfqCbYwhC5x6Pz3+if0yukHe0NS++uqRAwG/UVSKEYhR1cmgcUfSW9maRcKkDBz1DE031OZzXIxSORKJRpVy2UIFoNKafmQsEQyqFvLqiNONZZNYyS9nJymquq+4bndy2oSXXB1rlVv6Oia62pq62pvi/HW6vSi5DCAmFgq/cfmN1WfGKHw7kgScQVMmlbNcC5A8kjiEIHTswLwN+oJtjCELnmJP9Y8FYdPPG1sXHF1LwSXJDa1MsFjvSM1hWoFlXu6SbIMKxmFAovNCaZjE6YfjDq2/UlJd+9txCASl6h8eff/WAVCLWKOVmu1PA59/+yesqS4vPq8xSdrLi+Hx+JEbl9BBrQm5Xydaqzg6glhfDKsRrmDhnv2LA6sTpxAmEEA9miEnD6dDBwqAr4AS6eToCEYjT/QBC54xYjHrr2JnmBp1GrbywPfD5/M0drTMmy6GT/ZdsWr/4MAVNM0SmuzCWLxaj/nbgvQ+6+0sKtTEq89m41e787Z/33XTdFVs2tiCEGIZ57a0jT//x1Qe+eLtAIFhimaXsJFdgpYmcrjEBAACrTZlSJiTJYvhiB2BPIxYWy6Uifm6/bABglVOJRVqpuESx4DXbAKwGoXDkjQ9Obd7QesFDDAmVpcX1dVVvvn+Kphe7ok1vNJeXFC3zWBmZbPZZs/Wrn/t0a2PtQmUOH+9pbdDFRwcQQgRBXL97h0goPN03uvQyS9lJjtRUlo8b5nJ9lFUORhlAdsFwhO0qgLzicOJKsWhTZUkl3KeahsOhg4zEiKgrUHP4K1yQDrp5OgHJayrSaqVitiuSKxA6B8Ri1FvHz+zo2iAQrMy4sFwm3dDe/I+jpxcpY7TYigpzMmd/ZWnxvbffVFKkXaTMmH6mtaku+RmCIFoadaN6w9LLLGUnOaJRKaxOV66PssrBKAPIToX9LKm4gcQxBKHjBhLHEISOIQidA94+fmZrZ3vGVSQumEQkammqP3K6f6ECi17okHNWp7u4IHWMo6RAY0s6dc9aZik7yR0K+7mPOHWpJMOgg5Oef4y757zREhn/8nrV5fUqWNRi+cxOD0wdhBVIHEMQOm4gcQxB6BiC0Ne60wNjjXU1K3UVQzKlQqZQKiZn5mory1JeYhg21yCiaSYajYrFqVOKiEXC0Llrc7KWWcpOcorgETRNr+zY0NrCnZ9c7wxvf6Lvsy9PvOuKzUpEh33M3a/qN/3yzLA1mFJybGzsgQce+OpXv3rfffcdPnx4pSoQi8X+8Ic/hEKhZ555ZqX2uUpUl8DknXiBxDEEoeMGEscQhI4hCH1N8wWCwVhMq1HlaP81VeVjBhNF0SnPOz1elYq1e0sXmpaSSVoaKWuZpewkp7RqtdXhzs+xVieOjDIYXOEdT/RqatSf+kTL9ovKO1oKt24u/eTH11WvK9r1ZP9I0kCD1+v93ve+96UvfenRRx996KGH/vznPw8MDKxIHWiaPnnyJEmStbULzmWyRo3PWtiuAsgrSBxDEDpuIHEMQegYgtDXtOP9I+ub63N6iI62phP9qbMhmqyOIm1OJmVYCoIgRCJhIBhOeT4QCkvFoiWWWcpOcqqoUD1nc+ThQKsWR0YZ7nhxYn1b8Ya2onmLERGotblg86ayf35hPDFuNTk5uWHDhtLSUoSQVCq94447ZmZm4i+dOHHi73//+/T0NEIoEAhYLJaJiYn9+/cbjUaE0OnTp/ft2+d0OuOFGYaJPzMxMZFcEz6fnxhlWKjMmtOiK2e7CiCvIHEMQei4gcQxBKFjCEJfuzw+v1QiJRZfcHLZJCJRIBJOuZzB5fMrWL3RprhAY7baU5602JxFSfMsZC2zlJ3kjkQk8odSxziwwoVRhkFLsN8a7Gwvzvjq+nWF5kD0qMEbf1hXV3f8+PHe3t74w/b29j179iCEvvOd75w6dUosFj/55JP79+8fGRm5//779+/fLxaLH3zwwYcffri3t1coFD7wwAM0TSOEvv3tbw8ODsrl8t/85jfvvPNO4nDRaPQXv/hF/N8LlVlzzoxOs10FsKIYxnVyyPDMayPf/9+R7/+v4ZnXXCeHUNIlZJA4hiB03EDiGILQMQShr109I5PNDbo8HKi5Xtc3pk9+JvUOirxrqqvuHpx3hQVF0X3D48111Usvs5Sd5FS+bs5Ypbgw++N7k56aSiVvgWkeCQJVVaoOTnq2VSsQQnK5/OGHH37mmWceeeQRnU53zTXXbNu27ciRI8XFxXfffTdC6PLLL7/77rvvuuuuoqKie+65ByHkcDhmZmZuu+02hNDg4KBery8rK2tpafnMZz6DEGpubn7iiSd27dqVctxgMJi1zFrR2VTDdhXAyqD8oYmf/3HqiZcEBKPRyMQkgRByUsy4MxBjkO7eG2u/8mlSKuZw4haff9Lu1sokjblZn2nt4nDoICO5Rtk7Z11fWsjL8RdlYPWAbp4uGI0NWewlClm5Us52XXICQl+FnB7f4PgUgwhEEIhhJGLhxub69BOZGM0sdHazsuQy6ZgvMO8ptk+PL7low0+eOPPmwWO7L+4iSV4kEvnzvncEQkFHS+PSyyxlJznF9rvIMi6MMjiDMaFosYsyhBK+IxBLPKyurn7wwQcRQqOjo4899tjMzIzT6dyyZUv8VYIgamtrZ2dnGxvPNkGBQFBff/aeKKFQGAgEJBLJ7t27n3/++YmJCafTyedneBuXUmatODE02bWOa5NNYMhxpPfUTd8sUIm3dVbJFalLW/m8wZHfvvb2Yy9uevHHE1o5VxN3BkIMQm68r2HLCLo5bhyBIINQJEaJczB1OVidoJun80ei4RjlCoa5OsoAoa82R3uGeHzB+tbmxABvIBh669iZtvrq0iJtopjD7VWplHmrFUMQdNKgRn6WsRQK+EKhIONLKoXs7n/66B9fffPt908q5DKXx1tRUnj3P32UJHlLL7OUneQW3hczcOGzRalCGJz0LVIg6ItW6M7eXHTq1CmBQNDe3o4Qamxs/Pa3v/3ggw/u2LEjEvlwUZNwOCwSiZKXHkm+J4phmJGRkccee+zee+/92Mc+Fg6Hf/KTn6QfdCll1gr4+8QBcy+93Xf3TzZ2VBWVZJ6pWK6QbNpYbTW5Tt7w9bYnv4EgdMxAN8cNQRB5m2obrBLQzdOxumBfPkDoq8oHZwZLy0q06nnDB1KJeMumtu6+YYGAX3DupQnDXF1d/q5DKSspNJitNWVnbz8n8tIvLtu2iaKohV6trS7/1hdvt9gcgWBYpZRrMq15kbXMUnYCcoQL8zJc0aCanPGEo5mbaYyix/XOqxrViWeSV5o0Go0lJSWbN28+cOBA/Bmv12swGOLTQy6kr6/v6quvbm5uFolEH3zwwQWXWStOj06xXQWwLK5jA313/3jb1rqFhhgSikrV27bU9dz1Y9exlVl7BawV0M1xQ8MQA36gm2MIQl89rA6XQCROGWJI2NjW3D304Wzx4ViMzyfzVbX4RInOvB0ujscjBNkupisu1OqqyhYfHchaZik7yQXM/8py4VqGCpXwhhbt+x8Yd11alf7qsRPGi2uU64rPXh++adOmDz744Atf+EJnZ6fb7Z6YmPje975XXFzc1NR03333VVZWjoyMfP3rX0++tCHdzp07v/Wtb01NTTkcDp1Op9fr+/r6mpqaspZpa2tbwR88bzY05GmWFJALdCR66lMPdLRVKZRLmi5YoZJubK88/elv7xr+E7HAb3+v1yuRSNLvAxoaGpJKpdXVCzYYr9erUKzAb3mPx6NU5u9KQhxAN8cNjyBgoAE30M0xBKHnzZTRbDDZKJrZ0KRTZ7oBZ0g/s6Ft3SJ7KCjU2JzuQo0KoXyfofJ4vCj94fe18LdhRXD+UqnFcWGUASH0i726nf/d/9bB6R1by8Wisz9UJEodPT5nM3r+ck97cuF77rnH4/EYjUalUllefnaBn1tuueWTn/ykw+EoKSmJ3x+xcePG+Et79+5NbBufIRIh9Ktf/Wpubk6r1Uql0htvvDF+h8UjjzyCEIr/f2FhYXqZ3L4LOTOoN66vrWC7FuACTT/9qlzAKylTZy96TkmZZsromnrqFd09N6a/6nK5brjhhjvvvPOzn/1s8vOvvPLKa6+9duutty4yyvC5z33uT3/609JrspCbbrpp3759JJl5mH9kZKSmpmbt9jhWQDfHDQwxYAi6OYYg9PwIRyLTZvuGtmaE0PHu/iu2bEgvQxBZLiHXVZaNjEyeHWXIu8TN4QyT9AAsg0AgjERjQlwnP+LCHRMIIYWIPPSF9Z1y3nP/N7D/zYl3D0+/8ebEs3/sb+QzR7/YrpWmpqtUKtetW5cYYogTCoWlpaVLXJaWJMnKykqpVIoQkkgkyZM4nFeZNaGuvIjtKoALZ/jViw012uzl5muoKTD8+s8ZX/rb3/5211137d+/P+X57u7uL37xizt37ryQWp6np556aqEhBoTQE088YbFY8lANLoFujhv4DIkh6OYYgtDzw+7yFp2bu1EoyDyjYdapcHg8HnXugoL8DwMnakdRFJ/E9MR4ZQn4/Ggslr0cR3GnDcmF5H9/ov6HV9ccmnRbfLECKf/SuoYSeeZ+Ds7LrM3ZUFHCdi3AhQjOWEJzds368uxF59MUKEOnp4IzFkllccpL+/fvf/LJJ/v6+rq7uxOX/IyOjprN5rGxMbVaHb+WwWw2v//++yRJXnrppbFYjKKokpIShFAsFnv33Xd9Pl9nZ2fyVQ96vb67u5sgiO3btxcXnz3owMBAU1NTenm/3x//RywWO3TokM1mq6ur27x5c7wmbre7r6+PJMn4SGLynhEiF98ztqCbA8B50M0xBKHnR0mBpvdod2lhQSQaiUaiGctk/SIzEomIz625kP+B4ETt+HwyRuF7bryCotGIaIFFNHCwVr9dX0ihjP/xtoLPbyu5qaMAhhhWSiHMyLpm+QYmlYWqpV2gMw9BIGWh0jeoT3n+9OnTtbW1Uql07969r776auJ5g8Hg8XgmJydNJhNC6NixY/fee6/f74/FYg8++OCTTz75xhtvIISCweCDDz5os9kIgvjWt76VmBj1hRde+NnPfiYUChmG+dKXvjQ0NBR//v77789Y/rvf/S5CiKbpe+65Z3R0VKVS/fWvf/3hD38Yr4nP5xsfH7fZbOl71o+PLb5nbEE3x84F/F4Aaxx0cwxB6PlBkrydm9YPj4zPGOZ2XdSRuQyBYgsvqYAQGtXPNNed/c6DhWsZFnwALlA0FuMvfOEt53HnWgaQO95ASC1f0sSBYLUJmx0iwQUOJooEZNhkT3ny5Zdf/shHPoIQ2rFjxyOPPBIIBOL3BO3evfvtt9++9tprW1tbaZr+z//8z5/97GfxCwSuv/76m266qaqqCiFksVjuuuuu2tpahFBDQ8NvfvObbdu2IYReeeWV3/zmNwKBACGkUqkOHDiwbt26RcrHzc7OonOzpezZs+f+++8PhUK7d+9+9dVXP/rRj8aPmLLnQ4cO7vnULVn3jCHo5tiBeRnwA90cQxB63kjEoq0di03uuLGl4VjfSGd75jKxGBUOhaXis1NK5XkcOBqNSpK+dYdB6BVB4P1Gcu1aBpALwjwupQNWFiEUXPCpBMMgnmjeBUFer7evr++iiy5CCPF4vF27diWWgE1mNpslEkniHgShUHj11VfH/11SUhI/sUcIlZWVOZ1nl0363e9+JxAITCbTiRMn3n77bY/Hs3j5uKKiIovF8uyzz5rNZoTQT3/6U7FYnFKZlD37fT6EEC/bnjEE3Rw38Wt3lzgVEeAG6ObpeASBEOJxtx9A6KuHRCQsK9SMTc6kvxSLUUdP9+7Y0JJ4RiYWBYKhvNXNaLZVlcIUHmAlwbUMILu1O28lEJcVBsMXeHNdMBwTlRYmP7Nv375QKHTrrbfGH1IU1dvbe8MNN6Rs6PV6U5aZLCwsjK8OmzwKQBBEYiak55577uDBg9XV1fGT/7m5ubP1X6B84tVnnnnmpZde+u53v+v3+2+++eb4dRbJUvY8YzSqxcJSpXzxPWMIujluSqRiiVgkgjMQnEA3T6eRiKs1SrWYs2sSQeh54/MHjVZ7k65ykTJNNRVTRvPx7v7a6opCrRohRFH0uH7G6/NesWVD8mIEzbrKM2PTrU21Oa83Qgghh8vdXleVeLjaBqBfef3gRZ2t5cWFGR+uWphfywCjDCC7QCiMENzXtyapNjR4rC4qRpP88/ucQVG0x+pSdjQkP/nKK688/fTTyYuz3H777dPT0ylTJ5aWlsbvZUjQ6/UpS7ok6+3tfe+995566qn4X7WDBw8mRhkW53A4/H7/nXfeeeedd3o8nq985SuVlZWJCSkX2vO6ktX+Z4kV0M2xE6OK4TpqzEA3T8cjiHKlnO1a5BCEnh9Ts+YXXz9YqFEtPsqAEKopL6kuKx6fnusbGEEMQ/LIptpKjbIupZhELAqH8nctQ+pEDKvgq5fRCUNFWZFUIkYIDU9M11aXJYYVkh8mF1ttCLznt4ABTpCdltN/gLmNr5JrNjWbTed9O4B5zqnZ1CxQfxj9wMCATCZLGSy4/vrrX3nllZRtlUplTU1N4mYKg8Gwb9++RY7l8/kKCwvjAwE0TSdPKrk4l8v1wAMP0DQdP2hhYSFFUSjp2oQL3jOGoJvjBhLHEISOIQg9P2iGuevm65ZYmCCIhpryHRtbd3Su37phnWaBjGRiUTgcWbk6LshstVfNvy5gNVzK8Le3DhuM5pUqxorV8DayCK5lANnN2Z0KaRnbtQAXqO7+2/vveKisQrv0698YBo1OWFuf+ffkJ19++eW9e/emlLzmmmtuvfXWe++9N+WazAceeOAb3/jGgQMHBAKBxWK54YYbRKIFr0ft6up64YUXvv71ryuVSpPJdM011zzzzDOHDx+++OKLs/xodXW7du367Gc/u27durm5ubKyss7OToRQbW3to48+et111+3atevC9owh6Oa4gcQxBKFjCELPj9rK0nBkhUcENq6rP9wz1NnWvLK7TTc1bbxye2fyMyTBo2mGx+qEJV/9l0+vYDFWrLYbT/KMOHTo4CWXXMpuJQbHpx597uVtV+5MPHNxk665RMtilUCyUCQqxni5Vw44esW9GpezqWmpnzNGRuacGu3WA49d8BEtFktxcfH09DRBEFVVVT/5yU927Nixc+fORTaZm5uLRCLV1dUEQfj9fpFIxOcvaRjU7/ebzebCwsLEZBA0Tev1+pKSEplMtpw9YwW6OW4gcQxB6BjicOjxixZpmqYoKhKJRCKRQCAQDod1Oh0r9QlHIv/32ju3f3zPCu7z/e6B+voa8cLf0yyf1eYIh0KtdfNufR2bNpJicYFaudBWF8ZsdRRoVBaH0zBrFouEjbVVUonYHwiNTEzFKLqkUFtVXpI4MY8X5vNJhNDDv/rdNbu2drQ0xl9KfphcDCEUDkeGJw3+QFCrUtTrKhMLScaL2Z1u/cycVCrWVZQpcnzPoMfn9zpdLfU1OT3KEp04cYIkSblcLpPJJBKJSCQSCoV8Pj/+HWH6aIg3FH7heH/iYe97H9x547Xt5zNLyODgAHzUBtmNGEwd9VXZy4HVauMff3D4ojukYltldfYpCWambVNm7859jy/niPfdd99XvvKV+JUFo6Ojx44d+/KXv7z4JmVlHw6CxEcHlkgmk9XVzbuhkcfjJT9zwXvGCnRz3EDiGILQMQShrzb+YEiWNImAPxAy2Z0apVyryjB9xpb2dW+f6N3SuT5HlWEYND41s2f7ppTnywq1A1PGFR9l+O1L+5VyqcfrLy8ttNidz//1wJ6dW986fKKmskwoFLz2j8OVZcV3fmpv/BqKZ1/8+w17Ll2X7Sw9udikYe5/n39Vq1YXaJSzJitC6O5bPhb/KX770n61Um51OKvLS70+/+9m9n/u5r1N9dWL73w5rHanDu+JwGCUAWTXVptlJhuwyomKNVte//mxa77iC0aaGkp5ZOYJWWiKHh41zblC2978L1GxZjlH/OlPf/pf//VfTz/9dDgcFovFDz/8sFQK88ytatDNcQOJYwhCxxCEvqq8e7znT/ve/e6XbivSqBBCR88M/uOD0+vqqqeN5oqSok9ek3rJJ0nyGipLJ6dna6srclGfnoGRLeub0p+XScWBYGDFD0fTNI2Yr33+M/Evz//v1TdfffPQ52/5eHN9NUIoEAz9+PFnewZHN65vQghRDB2feGtxiWI0zfzupX2XXLTx6su2xo/125f2v/jaW5+/5WPxh4FQ6L4v3Bq/uuHNQ8f+8sbBf/t/t674z5jg8fjUDbrc7X/1g9kfQXZnxqbZrgJYLvk63SUnnvVVVb797pB+whIORpNfDYUi+gnL2+8OBWqqLjnxzBi53BvJSktLf/jDHz7++ONPP/30Y4891tDQkH2bfPGGI/QqmDx5tYFujpvu8ekolf0DHOAS6OYZRSiKw4sZQ+h5QxA8coFvceLe7x6w2F3rG6oZmkYIRWOxN4+c+vqdN3/iqku+cvuNVodres6SvpWuoiQcDDlcnhWv8PSsqUitUC8w9ySRmz6xoaUxcX1+W3OdSCRsPndBgVQibqytNlpsF7bnmTmLLxC64uLN8Yc8Hu+qnVtGJqYTM2h2ta9L3EDRvq7ebLPTdA47PgGzP7JdAbAGdDatinuKwDIJC1Vdr/yH84O+qV8+P/LGMT6fFMvFCKGQLxSLUcV7tmz6xf2abW0Ioc4CFduVzRWDyzvr9sqEgvayIrbrsrpAN8cNKZN0G82dFSV8HnzfgAvo5um84Ui/yVYsl9YVqNmuS05A6HkjFPA/85HdixTYvrEVIfTfz/8t/nDaaGnUVQgFZ8/FutqaBsamqsuK0zfc0t78zvEeAV+3glMJmCy2aDDU1rrgl0B8kkdR9OLjJhdAJvlwjgmxSCSYP0+WRCyKxagL27PD5daoFMkTbxVr1QzDuDy+kiItQkgukyReEgoEDINomuLxcnIuzDAMf6XfujUHRhlAdieH9ZubdWzXAqwMzbY2zbY2JkYFDeaQ0YYQEpcXSqpKiHMT5yBOJx6IRBBCYeoC/4ZxGIdDBxkFozGEUIyiYZQBH9DN04ViMYRQ6EJPbFY/CD2feOfz69Tl9asVH84VpVUpJmdNCxW+rKvj4Kne6oqyAu0KDIdNzZpiwVDnwkMMCKG6ytLZOUt1ZenyD5cfPB6Pmv/pLkbRCCFWVsowmq01mQaMsAKfLUB28PeJewg+Ka0t117cob24Q1pbnjzEgCBxLEHouOFhfiknlqCbYwhCX7UIAiXfqUMzDIEW/LVMEOiyze0Oh3N0wrCcgzIMOtM/LCTQ4kMMCKHSQq3d5VrOsfKsuFDj8nj9gVDimVmTlc8nNaoVnsNyKcwWe3kx1lM/IhhlAEtxenSK7SqAvILEMQSh4wZmJ8EQdHMMQeirlkapcHq8iYcOl0ezwBQJCZtbG8u0ymMnez0+/wUc0Wy1HzvV29Gga9YtaU7QHE3NcAEkYqHbG1joYVxpUUF5SdFL+9+J33PhCwT/euC9TW3N/PlfpOUHkWF1SOzAKAPIrr0OJijGCySOIQgdN3AtA4agm2MIQl+1qsuKx6aMwVAYIcQwzAdnBtc36rJuVV5ccMW2TovZeqJ7wO50L/FYsybLie5+KhK5anunSrHUJb1VcqnbeyHDGQsRCAQCgSDxUCjgi4SC+QX4wnMFRHxBYtaGi7s6/vrmoYPHutMfJhe7/abrbA73A//x6x899uxDjz6tlMs+dvVlCx2azyfP6w6XpfMFgiqZOHs5roN5GUB2IwZTqy4nK+iA1QkSxxCEjhu4lgFD0M0xBKGvNiRJkiSJECJJ3t7d2//jf/6kqyg1WmwdzXXlxQVL2QNBoE0tDQyDRvSG7pk5hkAFGk1pkUYoFCYXC4RCc2a71+tFDNJVlOzesuF8q9reqHvv9MDG9nXnu+FC7r3t48mVrK4o/frdn0ku8JHdFyfuGrn39htForOFN7WvW99UR55bISL5YXIxrVr51X/5lN3p9gdCapVcKf9wPCXl0HKZ9PtfuztHowyj41MXb2jJxZ7XFhhlANnVwmz8mIHEMQSh44ZACIYZcAPdHEMQ+mpzx8evTizcsHFdfVuDzuZyqxRyiUi4+IYpCAI111Y111YhhCx259TUbCQWoxmGJEmKongISSViXWmRpvHCFxnh8Xg0vZILHqeMgyCERPN/6uS7G1JeWuihKO19K9CoCjSpa6VlPfQKYmiGlds0VhsYZQDZGW2u+grcJ0rFCiSOIQgdAM6Dbo4hCH21SVkbks8nSwu1y9xnn+OEWQAAIABJREFUcYGmuECzzJ1kVFtZajRby0tgrGqprHZnZQnu8z7GwbwMILsCVZbZaADHQOIYgtCxA/My4Ae6OYYgdLAcNWXFRpOV7VqsJdMzc/VVZWzXYlWAUQaQnS9pVRiAA0gcQxA6dmBeBvxAN8cQhA6WSSYS+qEVLU0oHJEIhTCGHwejDCA7uLkINxxOXMjnI4T4uZnvZ03jcOggIx6PIAiChL6AE+jm6QQ8EiEk4G5HgNDBMnWtbxoam2S7FmtD//DYptYGtmuxWsC8DCA7PsnZv74gIw4nrtMoxQKyQCJhuyKrDodDBxlVyWVKmUQAueMEunk6tUTUWlIoFXL28zCEzkkURQdDYbns7IcZmmb0s6ZgKFxVVqyUS5NLLvLSEpEkT0SSoXBYLBKtQNW5KxqNCklSKODsL5PzBW8EyC4QiqDUuVoBl3E4cYIgyhRwk2oGHA4dZBSJRKUaJdu1AHkF3TwjpThXU82vBhA699hdnl//319LCrX/ctO1CCGXx/ezZ17UqBRKmfSZv7yx9/JtO7s64iUXeem8XNTedOTMUOfKLWnJST2DYzs6mtmuxSoCowwgO61Slr0Q4BBIHEMQOm4gcQxB6BiC0Dlmcsb0qz++2t5cFwienSvhT/vf3bVlw+5tnQghjy/ww1//vr2xVqNSLP7SeRHw+XweEQpHxDlb/XGti0QiAh4hSlsvE2dwGRXIbtbqZLsKIK8gcQxB6LiBxDEEoWMIQucYuVT8tTs+2bW+Kf6QoujhScOuLRviD5Vy6dYNLd1D44u/dAG2dqw70z+y7OpzVnff8NYOuNZjHhhlANnpymDdV7xA4hiC0HEDiWMIQscQhM4xRVp1SaEm8dDqdBVqVLyk6UurSouMFvviL10APknWlBUZLbCqZQYWq6OkQCPgwy0C88AoA8huZNrEdhVAXkHiGILQcQOJYwhCxxCEzm3BUEQmESc/I5dK/MHQ4i9dmKaaCr1+loFVkNNMTM+0N+rYrsWqA6MMILv1tZVsVwHkFSSOIQgdN5A4hiB0DEHouGEYhiCI831pibZtWNc7OLqcPXBP3/D45hZYvTIDGGUA2Z0Zm2a7CiCvOJw4RTN6hycYjbFdkVWHw6GDjE6PGzyhMNu1AHkF3Twdg5A9EIxQFNsVyRUIndtkEpHXH0h+xhcIyqXixV+6YGqFXMwX2B3u5eyES5xuL0kzBWpYsCkDGGUA2XU21bBdBZBXHE5c73SbvL4h8wXel8hhHA4dZCYRDpjtUe6eXIF00M3TOQOhUatTz92zJgid2wo1aofbG419+N3J5KypsrRo8ZeWo6utcXB0IhaDb2sQTdODI+NbN8Ckj5nBKAPI7sTwJNtVAHnF4cRjFIUQohDcVZiKw6GDjKIUjRCiaOgLGIFuno5iaIRQjLsdAULnNh6P6Giu23fwWPyh1ek+1T/aua5h8ZeW6YqtG0+eGVz+fta64939l21uZ7sWqxdMhgmy62quZbsKIK8gcQxB6LjhEQQNk3hhBro5hiB0TuLzycSKBjddvfOx3/3l9MCYUi41Wuy37L1CLpNkfWk5REJBa3318NhUcwO+V8qM6WeaqiskYhHbFVm9YJQBZHdmbHpDQzXbtQD5A4ljCELHDQwxYAi6OYYgdE5qrKnQVZTE/y2TiO+/69NWhysUiZYWzltPcZGXlqmiuMBsc85ZbGXFOC6VarE66EikplzHdkVWNRhlANmtr61guwogryBxDEHouIFrGTAE3RxDEDpXpQwZFGnVC5Vc5KXl2NTa8O7JXgHJLyzIyf5XLbfXP2e2XLqpje2KrHYwLwPIbtRgZrsKIK8gcQxB6LiBIQYMQTfHEIQOcueyze0TeoPXF8helCv8wdDA0DgMMSwFjDKA7KpLC9iuAsgrSBxDEDpulrVmOliboJtjCEIHOXXFts7egeFgGIt1kaPR2Mkz/Vdt38h2RdYGGGUA2Zm5u8ITyAgSxxCEDgDnQTfHEIQOcoog0JXbN53s7g8EQ2zXJbdC4fD7J89cvWMzjwenz0sCbxPITqOQsV0FkFeQOIYgdOwQcDUDdqCbYwhCB7nGJ8lrLr6op3/E5fayXZdc8foCJ88MXHvxRSs4gybnwSgDyC4YjrBdBZBXkDiGIHTswLwM+IFujiEIHeQBj0fs2bHJMGM0WWxs12XlOZzuweHxay7uIkk4cT4P8GaB7HgEtBO8cDhxuVCIEJLAUHQaDocOMhKSPAHJE5Ak2xUB+QPdPJ1EICAIQibk7B8FCB3kzcWd6512l35mju2KrKTpWdOs0XTl9k4CLgA8T/CrB2TH58PHULxwOPEKtaKrqnR9KY7LOy+Ow6GDjKqUis6KEpIHH5swAt08nVwouKiqtEajYrsiuQKhg3zaumGdhEccPd3HrP3L5RgGdfcNEzR1ced6tuuyJsEoA8jOGwiyXQWQV9xOnA/T9mTC7dBBOq8/wINvZjAD3TwjbncECB3kWaOucltb03tHT6/pFS7jcz22N9Ssr69huy5rFXzaBtkVqhRsVwHkFSSOIQgdN5A4hiB0DEHoIP8UMul1l140Njk1OT3Ldl0uxNTMXP/Q+J5tmzRKOdt1WcNglAFkZ7Q52a4CyCtIHEMQOm4gcQxB6BiC0AErCIK4bHO7Uix6/0SP179mLqjxB0Lvn+iR8snLL+rgwR2Fy8PZ2W7ACqorL2K7CiCvIHEMQejnyxum+DxCIkgdrH/rrbcGBgakUulNN92kVCovYM8GgwEhRJIkQqi8vHyJW504caKrq2vpR4HEMQShYwhCByyqrSzVVZScGZoYC4Y2tDat5vN2hkF9w2NUNHbVto08uLV2JcCbCLIbnOLUbLEgK0gcQxD60rlD1N7nhqt/fLL0B8c/9+fxKPXhHFdHjhxxOp1f/OIXP/axjz3++OMXtn+pVCqVSmdmZmZmZpa+1fvvv39eR4HEMQShYwhCB+wiCGJjS31nk+746d6JqVV6A8Xk9OzRkz3rayt3bm6DIYaVAtcygOza6yrZrgLIK0gcQxD60t23b8qCeHfd1kFRzBv/mHzkkPEbuyriL7lcrpKSEoSQVqv91Kc+hRB644039uzZ43K53njjjZtvvnlkZITP5+t0ut///vfRaBQh9NnPfra/v7+3txchND09/eUvf9nlciWORdN0csmenp7p6WmXy8UwzC233MLn81966SW73a5UKs93Qm9IHEMQOoYgdLAaKOWyq7Zvsjpcx0/3SWXS1sa6VTLp6tSsacZoaq2r3rBjE9t14RoYrQHZnRqZYrsKIK84nHggGu2ds1p9a+YWwbzhcOgr7o0R1+bOUh6PEAh4HR3Frw27Ey/t2bOnp6fnRz/60R//+MfCwkKE0MzMTCAQOHr06NDQEELonXfeqaysHBoa6ujouPPOO0tLS0dHR9vb2z/zmc+sX7++oKBAKpXa7Xa73R7fYUpJo9EYi8Vuu+22pqamo0ePnjp1iiCIu+6669JLLx0YGDivn+Lk+IzR7Vu5dwWsAdDN01E0M+X0eMMRtiuSKxA6WD2KtOortm5sqCg52d03MDJJUTRbNaFpenBUf/xUX4lSdu3FXTVlxWzVhMPgWgaQ3eZmHdtVAHnF4cRnXD5/JDrtchfJJWzXZXXhcOgrrkQhsDtDSoUQIeRwhipUgsRLfD7/nnvuQQiNjIw8+OCDjz766LZt2z744IOZmZmuri6j0UjTtFAo1Ol0f/nLX06ePDkxMRGfecFkMr322mvf/OY3U46VXnL9+vUIoYKCAr1ePz4+fu211yKEysvL6+vrz+unYET8aZenQCYR8cllvR1g7YBuns4ZDM15fIFotKW4gO265ASEDlabIo1q99aNbq+/b2g0EqNLirSV5SV5O/qsyTJntgpJsq1Bp4YlJHIJrmUA2Z0YnmS7CiCvOJw4w9AIofO7shwPHA59xf3gqqp3Dk4dPTV35Jjx5Km571xekXjp6aeftlgsCKGmpqby8vJgMNjS0jI0NETTdFdX1/PPP9/Y2IgQevbZZ6+88so777xzx44dCKFgMPjrX//6q1/9KpF2CWlKSYRQchm1Wm0ymRBCFEWZzebz+ikomkEIne99FmBNg26ejkHxjsB2PXIGQgerk0ohu7hz/eUXtSskotM9Q6d6B+fM1hz1RIZBcxbbyTODp3oGpAL+7os2XLKpDYYYcg2uZQDZdTXXsl0FkFeQOIYg9KW7qlF94F9an++xCXm8577YodOIEi9df/31P//5z7du3ep0OmUymVQqRQgFg8Gmpqbi4uLTp09/4QtfQAg1Nze//PLLarV6ampqdnZ23759crn8xRdfjO8h+VgpJSsqKpJfvfLKK3/6058ODQ1ZLJbzXc+CRxA0h0+tQCbQzTEEoYNVrqqksKqkECFkdbjGxib9oXA4GisvK6osLVnm3A12p9totvIQwVCx8pLCXV1t6UP5IHdglAFk1zNu6KivYrsWIH8gcQxB6OelvVTaXlqd/nxZWdkPfvADk8kkl8sTp/1f+9rX4v947rnn4v/YvXv31q1b+Xy+SCQKh8MikSh5J1u2bEl+mLFkU1NTU1MTQuihhx5yuVxKpfJ8p8WGIQYMQTfHEIQO1ooirbpIq0YI0TQ9OWvuHxyhGQYxiEaIz+erlHKpRCwWiURCPp//4QlsLBYLR2KhcDgQCrndvlgsxkOIQYjkEcVa9fa2Jlgzgi0wygCya6lZ6oLtgBsgcQxB6CuFx+PFJ1BYnEwmi/8jZYjhAkqq1erzqeBZcC0DhqCbYwhCB2sOj8erryqrrypLPBONxawOdygSdXh9wVA4GqPi9zkRiBDweRKxWCIWaSTixvISoQDObVcLSAJkNzZrhr9SWIHEMQSh4waGGDAE3RxDEDrgAAGfX87R+Vk5DK4hAdlVQcfGDCSOIQgdN3BzKoagm2MIQgcAsAJGGUB2FqeH7SqAvILEMQShA8B50M0xBKEDAFgBowwgO7VCynYVQF5B4hiC0LEDU23jB7o5hiB0AAArYJQBZBcKR9iuAsgrDidOEDyEEAFXi6fhcOggs/i8DNAVcALdPF38zwGH+wGEDgBgBYwygOxgdVnccDjxQpmERxBaqZjtiqw6HA4dZCQX8NUSkYgk2a4IyB/o5ukUIqFMKCiQSdiuSK5A6AAAVsAaEyA7WBUGNxxOXCsVb6kuy14OPxwOHWRUKpcWKOVs1wLkFXTzdCI+2V5WxHYtcghCBwCwAq5lANl5/EG2qwDyChLHEISOG0gcQxA6hiB0AAArYJQBZFekVrBdBZBXkDiGIHTcQOIYgtAxBKEDAFgBowwgu1mrk+0qgLyCxDEEoeMGEscQhI4hCB0AwAoYZQDZ1ZUXs10FkFeQOIYgdNxA4hiC0DEEoQMAWAGjDCC7wSkj21UAeQWJYwhCxw0kjiEIHUMQOgCAFTDKALJrq6tkuwogryBxDEHouIHEMQShYwhCBwCwAkYZQHanR6bYrgLIKw4n7gwGjxuMeqeb7YqsOhwOHWR0YnJ22OJgGIbtioD8gW6eLhyj+k02iy/AdkVyBUIHALACRhlAdpubdWxXAeQVhxO3eIMUjeywslcaDocOMuOTzmAoTFFs1wPkD3TzdN5wxBuOcPiPAoQOAGAFjDKA7E4MT7JdBZBXnE6cOfs/MB+nQwcZ0PGrGKAz4AS6eTqG638UIHQAACtglAFk19Vcy3YVQF5B4hiC0HHDIwi2qwDyDbo5hiB0AAArYJQBZHdmbJrtKoC8gsQxBKHjhoYZGfAD3RxDEDoAgBUwygCya9VVsF0FkFeQOIYgdNzAtQwYgm6OIQgdAMAKGGUA2U0YLWxXAeQVJI4hCB03NA3XMmAHujmGIHQAACtglAFkV1GkYbsKIK8gcQxB6LiBSxkwBN0cQxA6AIAVMMoAsrO6vGxXAeQVJI4hCB0AzoNujiEIHQDAChhlANkppRK2qwDyChLHEISOGwIuZsAPdHMMQegAAFbAKAPILhyNsV0FkFccTpxH8BBCcHaVjsOhg0XAWANWoJunIxCBOH0DEYQOAGAFn+0KgLWAu399QWbcTbxCJQ/GYmUKGdsVWX24GzrISCMUSCQiEZ9kuyIgj6Cbp9FIRKUKmZbDX/hD6AAbDn8wGIlWaJRsVwQgBNcygKUQCwVsVwHkFYcTlwoFHWVFRXIp2xVZdTgcOsioQCapVCnYrgXIK+jm6UgeT6dVKcVCtiuSKxA6wMcZg/n9iRm2awHOglEGkJ3L62e7CiCvIHEMQei4gcQxBKFjCEIHq5Y/HBkwWmM0vVI7pBkG1mhePWCUAWRXrFGxXQWQV5A4hiB03EDiGILQMQShg1Vr1OI8rjfOuXxsVwTkRK5GGRiGsbs8U0bzlNHsdHsZGFhaywwWO9tVAHkFiWMIQscNJI4hCB1DEDpYteqL1BurSkpVMFUWN6387I+BUPjF1w8e7xmSSsRyqZhhkNcfiERjl2xu+/iVl/Bhoqk1qKGihO0qgLyCxDEEoeMGEscQhI4hCB2sWgqxaENVKdu1ALmy8qMMP3/2z/VVZT/52l0yqTjxpMvre3H/u0+98Nr/+6cbVvyIINcGp4wd9VVs1wLkDySOIQgdN5A4hiB0DEHouInRdDASE/J5Ij4/StHvjxtsvsCuZp1WNm8hFZphApEojyCk2eYHpRkmEI7ySZ5YsNhpY/y4YgEpIOd9oxyIRGmakQgFJO/81juhaDoQiQkWPW78p+DzstQNIcQwTDAaoxlGJhQsvoRzJEYJF/5SnEEoGInSDCMRZP+J0ne1xHS4YYVHGQxzFoqiPnXd5SnPqxXyO2+87huPPOXx+ZVyuDBmjYG/T7jhduIxmubzYEqaVNwOHaTrqK9iGGbxD1uAY6CbZ0QzDI+7HQFCXxHDJnu/0frRjc3JJ5bvjkwRCO1sqkk8QzPMK93D68uLmkoK8rNJciU9wfCxydk5t49mGISQQiyUCAUOX1BXqE4eSvCFIiemjAaHJ15MKhS0VRS1lBUl78rqDRwYnPhIR9Ow2T5sssUoGiGklIjayosbS7TJxd4e1l/dWtc7a5m0ueI71MokndWllRrlsMnWM2MJRKIIIZJHlKsVXTXlSokosbnJ4zs4Mr23o1Fyrnpnd7i+fsBoHbc6KJqJH7e9orihWJtcw2AkemJqbsrupmgaIaSRii+qrciYHUXT3QbzqNkRjsUQQgKSbCjWbK4pI899FIwf9CMdjeMWx8CcLRSNXdZUoytUp+wnRtNnDOZRiyMcjSGESB6vSqvcXF0mT1qhZpFdLTEdLlnhUQanx1dRUpjxJR6PKCvSOj0+GGVYc04MT3Y117JdC5A/HE7c6PFNOzxKiah1/t9mwOHQQUZHJ2f4AsHGimKSu+dXIAV083T+SLTfZCtRyGo0SrbrkhMQ+orgEYQ3FDa6vFXas+0kRtHTdjea/9WF0eX1BMMEIvK2SYI/HN3XNxaJUc2lBVqZJByNjVmdFo9/XVnh1qTTb1848lrvaJSiGoq1aqk4HKMmbc5jk8YoRXdUfnhzjTsYisSot4YmfeFIS2mhWioORqJjFseRcYM/Etl47jYHdzAUjETfGtbzebxNNWUyocATCg+Z7P8YnKwtVE/aXNVaVblaIeSTDn9waM72pn/i+o7GxHUH7kA4GIkGorHEKEN8h28PTVI001FZohCLQtHYqNl+eMzA5/ESZ/5Rin69f9wdDOsK1RVqBcOgKbvrwMBE+hUNDEL/GJycc/viJRFCc27f4JzNG4pc0VKbfNAjY4ZZl7dSoyyQS0tV8pT90Azz5sCExeOv1qoqNQqSx7P5AiNmh9njv669QS4SLr6rJabDMSs8yqBVKQwma8aXaJo2WuwaJazOvfbA3yfccDhxbyiMCBSIRtmuyKrD4dBBRgRJRikqGqPIbBeaAs6Abp4uEI3SDOOPcPaPAoS+IqoLVB9MzOjtrsT5v8lz9ktps9tXcW6ISm9z8QiipkCVt00S+o2WUDR2ZWtd/FwaIdRSXvS3MyMTVuem6tLEXQwWj59B6Lr2xsQl+u0VRa/1jPbOWlrLivjkvCs9vaFwcsl1ZUVvDoz3GMy6Qo066ZIEkiCua29MXH9RrVW90j08aXO1VRRvrimLP1lbqNZIxYdGp4dN9g1VWeYKoRjmho1NiTo3FGtfOjV4ZsacGGUYMFrcwfBFuvLW8rOXYDSWaM8YzN0Gk2T+dQGjZvuc27e5pqytojixN5VEdHraNOP0VCaNLc66vMnvXophk83i8W+qKWs/t5+6Io2uUL2/b/yE3rirWZdcOH1XS0yHY1b4suHK0iKJUPi7Vw94fPOW57U53U/+6bX66nKlXLqyRwR5cHJYz3YVQF5B4hiC0HFDw+JP+IFujiEIfUWI+GSFRmFweOLX5yOEjC6vgCQFJDl7biFGimamHZ4KjSJ+K35+NkkwuX0KsSj5zJZHEE2lBZEY5QqEE0/WFWlu7mpNngWA5PFay4tiFO0IBFN+6obigvklia11lQxCExZHcrHm0oLkWzzUUnGhXIoQWlc67/L22iKNkE+aPdnXrWwpLUw+8RaQvJoCtSsQisSo+DN6m0suFiaGGOI2VJWkz24wanYoJaL180u2lBWSPN6U3T2veucudshozOKUCgWJoYq4YoVMV6CadngSFVtoV0tMh2NW/huML9/2iZfePPSdX/yGT5JyqYRByOPz8wjikq72Gy7fsdBWBEJk0p3S5zk/CMitTUk3gwEcQOIYgtBxwyMIGGjADXRzDEHoK6WuUGNweGZd3mqtCiFkdPnKVHKEkNHtjRcwurxRiqor1OR5kziGYQRk6pfHQpJECMXnI0hIzEISi097gJBEwEcIpZwqI4TK1ak3DmikYrGAb/MFkp9USsQpxeRiocMflInmXVZAICQTCkLRGMpGLU3doVTIRwiFY5SQT1I04w5F6otS3wGEkFQoCCbtn2YYhz9YV6RJmYFIQJIKsdATnHd6X7nwPVM0w7gCodpCdfrpaZlKPmlzOQLBUuWH71X6rpaeDpes/BRoYpHwMx+54hcPfPE79/7z3Z/6yBc+vfd7X77jZ9+85xNXXZq8jOVfDhy+45sPx/97+OnnI5HIO397I/Hfjx59Ov7SXw4cPjE0iRA6NaKnaaZvYiYUiY4YTG5/cNpsNzvcFqdn2mz3+IMjBlM4Eu2dmKEZ5tSwHiEU3/D0yBRF0X2TM8FIdHTG7PYFps12k8NtdXmnTDZvIDQ8PReOxnrGDTTNnByeRAgdH5qIbxijqL6JmWA4Mjpjdnn9MxZHfEP9uQ0j0VjPuIFhmPhQ8fGhCQah06NTMYrun5wJhCJjM2an1z9jdZjsbpvLOzln9QVDQ9Nz4WjszNg0zTAnzh2RQah7dDpGUQP62UAoMj5rcXr9s1bnnN1lc3snjVZfMDw0ZTx3RBSvavxn7B6disaoAf2sPxSeMFocHv+s1Wm0Oe1u34TR4g+GB6eM0Vise3SaYZj4JieGJhmG6R6djsZig1NGfzA8YbQ6PD6jzTlrdTo8/gmjxR8KD+qN0Rj11yPdiWPFNzwzNh2JxoamjL5geNJotbm9Rptr1upwev3js5ZAKDKgn41RVPfoNJPYcHiSZpgzY9PhaGxoes4bCE3OWW0ur8nunklsGI7062djFH16dIo5F8TJYT3DMD3jhkg0Njw95w2E9HNWq8trcrhnLA6X1z86Yw6GI/2TszGKOj0yhT7ccJKmmd5xQ/jchlMmm9XlNTvcBovD5QuMGkzBSLRvcoai6fiGZxvbsJ5mmN6JmXAkOmIwefzBabPd4vSYHe5ps93tC4wYTKFItG9ihqaZUyMfNraMrdTi9FicnimTLd5KQ5Fo74SBoukMrfRcY0u00viGGVtpYsN5rdQXMFjsJvvZVurxB4em58LR6FJaqcHiiDc2/ZztxPDk4q20f3I2EAqPzZodH7ZS3+Sc1RcMDy6hlY7PWhwe36zNabS75rdS6sxYxlZKDehnfUmt1Ghz2j2+8aRW2j02nbGVDuqNvmBocs5q9/iMNlcwHEEI0TSTsZWeHJ5kGNQzbojE5rXSObsrrZVSC7XSoSljaiv1BcZm57VSZuFWqjfZrC5PaiudSGulI3qaYXrGDaGUVur0GCzzWilF0Qu30jm3PxDf8HDv6JTJ5vYHRgxzGVvpqRF9Sis1WOzmc8073kpDkWjPuIFm5vWLD1tpJDq/lXpSWmnyL+HUVjob3/DDVuoNhBK/ElNa6enRqZRWOmN1pLbS2GKtNP5L+MNW6olvGIo3tpRWihBKbqXjRot9fiv1BcMD+tlojOoezdBKozFqXiu1u2ZtTofHl/K7FGVqpYPxX8JzVpvbF2+lDq9/bNYcCIXPNrakVhr/JZxopTRNI4ScXv+c3WVIbaUpv4QnaZrpGTeEo9Gh6TmPPxhvpSa722Cxu3yB0Rlz1laa+CWc0kqD4UiGVjqsp2i6d8KQaKXxDeN/8ZNbafov4XgrPftLeH4rTfwSzthKKZo+20oNpnhjMztSWmmsN72VjpxtbMHwvFZqdXn1c9bkVprplzDVr58NhM/+xU9upd5AaGh6Lr2Vpn9UcHh8s1aH0TavlUaisQytdGy6e3R6UG/0h+a1UofHN2G0JrfSlF/Cya10wmixu+e1Un8oseFUhlYaTW2ls1ZnSiuN/xLO0Eqn53zBkH7OZnN7463U6fWPzZgDoUj/5MxCHxXmt1LvvFYajvRNzCQ+KsSrOmWyIYT8wXDyRwWL02M69xc/sSFFpX5USGqlJo8/OL+VBpf6UcEXOI8PtPS5D7TzWum8D7QprbR3Yia5laZ+oJ2zZv9AO7+VJj7QJrfSxC/hjK3U6fXHW2nKB9qMrTTe2FI+0M5vpfM+0J46F32UokZnzMFQJMPJyUqo0ioFJE9vcyGEfOGIOxgqVyvK1Qp3IOQLRxBCkzangCQTNzvkbZM4lVTsDoaD8+/9MXsLZrrUAAAgAElEQVT8CCFF0vSECCGDw/P3ntE/HO37/dHePxzt/cPR3gODkxl/ZJlImP5kypk8Qoifdv7M52WeUJXk8ZgljG4L0pZ4iO8uvm0kFmMYJmPdUoSjMZphpuzuF04MpPznCYZTaihfeIfx/WR+N0RChFAoMu8NSd/V0tPJkWA4arQ5XR6/xek12p1Or3/CaA2EP/xdmnxifsc3H/7yQ7849PcDif/C4QvpVsShQwcvueTSFf9hzsvg+NTjf3j1C5//58Qz1SqZUsTN+TbXomgsJuDDjbsY4XDiwxa7Mxjmk7yuSliieR4Ohw4yOjY9RzPMxvLirAuAAc6Abp7O6g+M21xKMWenBOZw6PFzTpqmKYqKRCKRSCQQCITDYZ1Ol6MjHhqdNjjcn7po/bjV+f74zI2bWxCD/nxqcHt9ZX2R5vnj/dVa1SWN1fnfBCFk8vhe7xsvVsi211eqpeIoRY2YHSf1xmKl7Jq2hkSxvlnLyak5tVRcU6CSCM6eanlC4QGj9YqW2sSX8GMWx+Exw94NTen3IPytZ4SimY9ubE4Uu66jsWj+HfGHxwyTNuet2zpStn2tZzRGUR/tXBd/OGyyfzAx85ENTQXnjrLQDuPV/njnOqVEFIhEXzgxsKGqdGPa/A7/GJy0+4M3d7XGH8ZLFsgkJWmzOSKEagpUxQrZIgdNiO+no7Kkszr1o6PR5X1zYGJnU01toXqRXS0xndw5ceIESZJyuVwmk0kkEpFIJBQK+Xw+j8dDCGVcbarP4kr8+3//5w933Hhte9N5TPIyODiw8r93fP6g/FxboSj6eO+Q0WqXScRtjbULLT8BVrkJo7W5uoztWoD8gcQxBKHjhqYZBDcnYga6OYYg9BVUV6iesDpnnF6jy6uSiONfWaskIqPLK+LzoxRdm3YZf342QQjFr/+3+gKvdA8nbojTSMWXNs5bArNnxqKVSa7vaEy+2GDO7RswZpi8P5jp7oZwlJKy+k2wiE8ihEKZpvGOUXTyzxUvqZaKL9KVL/+IwUxHjL9ForSLL1IsJR3uWeFRBp8/+JOn/viDr9yJEIrGYj/81e/lMkmzrsrp9j389PM3X7vr4k3rV/aIIA/K0+7+AtwGiWMIQscNQRAMgnkZ8ALdHEMQ+goqUyvEAv6kzTnn9tUXaeNPlqsV41YnQkgs4JelfWeen00QQr0zliqtcmttxbTDHYjEeARRKJdWahTJX1MHItEoRVWoFSn3M3hDmScgtHj8KbMY+sIRXziSfr9GPpE8nlIisnj86S95QmFZ0hoTJI+nkoqtvgDDMBm/rl/6EdVSscUTSH8pXg1N2kQSKZaSDves8LwMFE0npkV991hPRUnh1++8ee/u7Z++/vJvff4zL+x/h6LoFTlQMEpbfFEaPiDlhe3clDMAE5A4hiB0/MBfUOxAN8cQhL6CeARRU6CesrsjMapCc/b0u0KtiMSoKbtbV6BOn40gp5t4guHEFIZ8kucJRSIUXVekba8oXl9elH4SK+LzCYJwBELJT0YpanDOlvHnHTbZA/OnEugxmBFCugJ19jcrl2q0KmcgZHB4kp+ctLkCkWj5/JkXdQVqTzCc8gMyDDNpcy0+D2Xye4sQ0hWo3MHQpM2VXMYbCk9YnSVKWcrymemWkg735PBOrSmjaUvHusTDkkJNgVppdbhKzw3LXZh+c+Crf9N/MOURCfgEYm7bVPy9PVVSwbzhkunp6ZGREalUumXLFv7K3Y0WDocDgYBGkzoqTNP09PR08m1gExMTsVisqakp/jAYDAaDQa12WT94KBSamJhACJEkWVRUtMy9nRdFtiE6wDGQOIYgdNwQBLGUWbgAl0A3xxCEvrLqitTDJhvJI0qUsvgzJSo5ySMomqktynzunaNNQtHYK93DCKFPdrWKBfzt9ZXvDk+92j2c2AmPIORiYX2RprWsKD5Bo4DkVWuVU3b3kXFDbaFGQPIc/mDvrIVe4GtbHo/Y1zsWXyEyFI2Nmh16u0tXoC4+Vyu2rC8vGrc6D45MtVUUV2gUMYqec/v6Zi1SoWBdacH8koUTVucJvdETCldrVUI+6QmG+2YtzkDosuaahYZLUt5bhFBredGEzXV4bNoVCFVoFCSPZ/X6e2csDGK21FZkrfBS0uGenM4HQ/B48941hkHLvAv05IzvumeGujaX3b2rlk/yfP7o28dmr/qfgbf+pVXEP3usJ554IhaL7d6922Qy3Xffff/+7/+uVmcfcguFQu+9996VV165SJmpqane3t4bb7wx5fkjR4488cQTTz31lEwmQwgxDPP4449/7WtfSxSwWq16vX7nzp3n/QMnmZiYeOaZZy699FKGYV5//fVwOHzfffctZ4dLF01b2wZwG4cT55N8hMI8uB89DYdDBxnF+wAJC0fjBLp5OpLgIU53BAh9ZRUrZEqJSCkW8c+d4/B5vDKVwhMKx6cSzOcm8S/D4203HKUomtHKJJUaZfxihyhFWX2B09Mmo8t7dVtDvNj2+iqSxxszO0bNjvhOKtSKtori1/vHRWkzAW+vqxycsx4eM8Qf8ghiXVlh8hwH8TNwEZk6K4FIwBdl+pZXLOBHk/pa+uYL7VAs4BMEkZj+QCTgX72+/r2x6W6DqdtgSrxpFzdUpcxnLCDJa9rq3x+fGTbZh032+JNSoWBbXWViiCHjQZPf2/h+rl5ff2TM0DNj7pkxx59UScSXNdUkT5C5UP2XmA7HrPAoA0EQ/kDo/e6BmvKS5trKnuHxxHSUs2abx+cv1l747WEMg257YeySHVWNdWebhVwmuGqX7u9vjP/ysOm+y8oRQqOjo06n84EHHkAItbW1FRcXv/HGGzfffDNCKBqNDgwMKBSKurq6QCBA07TRaIzFYq2trQihycnJI0eOdHZ2SiQSiqKmpqZaWlpIkgwGgz09PQqFIl4so4MHD/7rv/7r66+//olPfAIhNDExIZFI+Hx+IBCI76qurk6lUsXr0N/fLxKJWlpa4tum7D+9Ysmam5v37t0b//f9998fjUYFAkHyzxUOh8PhsMPhcDgcLS0tEknqxLAX+s7D91144XDiOo2S5DHFcpaH4VchDocOMioWi9RKmSDtwxDgMOjm6TRScUOhRrmEVfHWKAh9xV3b1sCf/zXqzqaaxA3jedtELOB/YtM6hJBIwA9Gou+OTFVplJc1p84meGzSODhntXr98eEJEZ+8tLF6c02ZJxiOUrRaKlKIRQihm7ta0y/7Fwv5e9bXuwIhTygsIMkCmUQ4f5rDSo3yk12t0rQNN1WXtpcXpf9QlzXVJM8HVFOgStl8oR02FGsr1IrkcRClRHRde6MnGHYHwwghlUSklIjSj4gQkgoFV7TUBiJRZyAUo2i5WKiVipPvVkg/aPJ7m7yfK1vr/OGIMxCiGUYhFqVPx5Cx/ktPh2NW+AoNpVx628f2GOYsv3/1wJ9fP/SP90/PmKwIIf2M6ZHfvHDL3it4yxgtHrAEPFEmMcRwFoE6N5b+tvvszKjHjx+/6qqrEi92dHTEhxjC4fD3v/99t9t9/Pjx3/72t93d3d/5zndmZ2cnJiYee+wxhJDD4fD5fF6vd3Bw8Bvf+EZ3dzfDMD6f70c/+hFBEMPDw88991zGWtntdoVC0dXVdfLkyfgzNpvN7/d7PJ7ErvR6/YEDByKRyEMPPeTxeIaGhn7xi18ghNL3n16xjNxut9frFQgEKT/X+Pj4N7/5zZMnT/p8vgceeMDj8Sy0h/Mi4e5fX5ARhxMneYROo5YKYKHcVBwOHWSklIhU4syfyQBXQTdPRyBUmHbuxCUQ+ooTC/gpl7gLSN7iSwLnaBOpUBA/obX7gxRN1xSo0vdToZYjhALhaMqGpSp5lVapOPdXYJGZBdRScbVWVaaSZ+wm6SMCCCEeQaRfGYEQ4pO8lKHt9M0z7nChGioloiqtskqrXGiIIXm3FWpFTYGqQCZJnxAhYzUy1kQmElZqlNVa1UIzPqZvdb7pcMbK3zHR1dbU1XZ2PgKH26uSyxBCQqHgK7ffWF1WvJw9z7gjWmWGNqRWiU2eSPzffr8/4/0Rr7/++sc//vHOzk6E0I9+9KO6urpLL7308ssvRwj94Ac/QAh1dHScOnVKp9PZ7faNGzfeeuutCKFwOHz33XdXVVXZbLZf/vKX27ZtS9/zX//612uuuQYhpNPpJiYm6urqOjs733vvvYaGhpMnT8Z3NTIyghA6cODA9ddfv337doTQkSNH0vcf32FKxZIdOnTIbrdTFHX8+PF/+7d/S/+5Nm3aVFdXF7+nQy6X79+/Pz7IskwOr1/DxTE2sBBIHEP/n733jo+jOvf/z5Ttu1r13rtkW5J7k9xwA4NxowZMDZCEhNR78+UmubkXSLhpQPIjhEDAoWNscMcGV7l3S7Ylq2vVu3a1vc7vj8HLests0fZ53i+//NLOnPKc+cyZM+eZU0B0tgGKsxAQnYWA6GxAxOMihPoUqtxE+05Qn0KFEHLbCQcCB2vVCei6DChe+s3KqOnJCcwhPSEjhjs+oXM8Lp/Qp970PiQmJg4MDFiXXTQYDA0NDVVVVb29va2trefPn0cISaVSvV5vXT3RbvEIhFBWVhb9B0VRW7duFQgEsbGxjsHoACdPnhwaGkIIabXa3bt3P/fcc06TQgj19PRUVFTQfy9YsMBV+gyG1dTUPPHEEwghpVL5wgsvzJs3z7Fc1hzT0tLOnj3raLMPpMY7cb8BUQwozkJAdLYBirMQEJ2FgOhsIE7Iz0mQtgyOqvWG7HipmMfBMEylN8hGFX1yZVZ8jO3aAUCQYa06gfUy+JcpKUIJSbR2yAvzbFxBFLp4sf/Jmd9M/lm0aNEf/vCHmpoaejDMnj17+Hx+VVVVTk6ORCKpqalBCO3atYvP5xsMBlcZWbv3X3zxxfr16/Pz83U63W9/+1vHkBcvXly1atWmTZvon88//7zJdMu2KLaegtzc3KampszMTITQP/7xj6eeespt+q6QSCRmsxkh5Fiu69ev02GampoKCgo8T5OBroHRMpu1XoCoBxRnISA62wDFWQiIzkJAdJZQU5QdJxxqHhzrk3+7dymfQ1ZkplRmpXibGs/FKoaAb/hXnUghkrwMGIbevafgzi2NBqO5pDCewDGVxnjqdE8cZvnhglQ6TEJCwooVK375y1/OnDmzp6eHJMkf/ehHCKEVK1a89NJLLS0tSqUyOzvbMXGBQNDa2lpXV2d7cPbs2R988EFhYeHExIRarZbJZHax9u3b95Of/MT6c8GCBbW1tdXV1U7tX7Zs2YsvviiTyZRKZVZWFo7jdul3dXV5fjUIgjCbzY7lMhgMr7zySkxMTE9Pz69+9Ss68K9//esXXnjB88TtKIreCgA4BRRnISA62wDFWQiIzkJAdJZA4HhlVmplVqpKb9AbzQhDPJIQ+7oqR1ZczLqqkmgdyR98/KtOpIAdP15bXV0TWiMa22Svf7Trmacfth7JlopieM4X/6jvVz+3W3apVyXg4kYz9b25Kb9ZnsUlblnGQ6fTDQwMpKSk2G2yoFAouFyuq50XNBoNhmF2Z3U6ncFgiImJMRgMJEk6nTfhFRMTE1wul8/n+zF9a7kaGhqam5vvuusutVodExMzSVOt1Ld1VxRkuQ8HRAugOAsB0dkGKM5CQHQWEsWi09tnWCwWs9lsMBgMBoNGo9Hr9bm5uaE2DQDCiwsXLhAEIRaLRSKRQCDg8XhcLtfa8XRcDhMhdG1Ibv37nX999NjG260bR3pCY2NDJI1loKlIEx15qlxlMMu15hQxh0M4uS58Pt/pI4beTtIVQqHQaVK0R4DL9Y/Dya7z75f07cpFEIQfXQwIoWhtnwBXRLHiFEUNq7VxQj5n0h7DKCOKRQecUpqTrjWaBIyLnANRBlRzp6j0BgGHQ0xiE7RwBkQHACAkROp7tphLZEq5Tl0MbKa0tPSuu+7ye7IXmjr8niYQzkSx4p3jivZR+fX+kVAbEnZEseiAUy73DtT3DxvNTBu2A1EGVHNH5Fr9tYGR9jG5+6CRCYgOAEBIiFQvA+AUHMeJAKzUMqvEixEyQBQQxYobTGaEkImCnpU9USw64BQMwymKMlugLrAIqOaOGC1mhFAUu9tAdGDymC1U0PKyUAHMy1XiAc2UtYCXAXDP5Wb7ZS+B6AYUZyEgOtuAlyoWAtWchYDoYYjGYKzvGazvGYyIZBFCu+uaJrR6vyfrlFOt3W3D4wFKfNeVZqcFCWimrAW8DIB7qoqc7MoBRDGgOAsB0dkG7my1JyC6gWrOQkD0cENvNO2pb9EYjIliJ+vBhVuyNEazxRwsx7TJYjEFbGyR0Wx2WhC3mR5rlil1hgBZFa2AlwFwz7X2nlCbAAQVUJyFgOhsA8YysBCo5iwERA832obHk8TCefmZ6bGSMEm2aWD0gqzfj8ZEH8kSEZf0/5z06AYWlwbcU5ydGmoTgKACirMQEJ1t4BgGjga2AdWchYDo4YbaYIwR8MIqWYPJZDCZ/GtPlFGWlhhqEyIP8DIA7unsHynJTgu1FUDwAMVZCIjOBlRq7YhcodLoDEZj68Aoh8eJtViyUhNFAn5wMrVYLByS5PO4cTGS+FgJGYDligEGoJqzEBA9mCh1houyviGlhsSxjNiYGTmpnFufcq1DY12jCgxDY2ptUXJ8bmJsbbOsNDWxvndIpTPcXVVsNFsuyvp7xicQQikxopk5aSIe12AyOx5kTtaVJTqj6aKsv0+upBBKiRHNyknrV6jahsdNFsuhxo4FBZkCLsdp0UaU6rPtPXKNXsAly9OSilLiGco7OKG+JOtX6g0CDlmenlSQFIcQclUKjcF4obNvYEKNY6ggKd7R/X2lezBJIsyIlSCE9CbT0SbZivJ8etJfy+CYmbKUpibqTeZLsv5eudJkscQL+TNy0uiZI3aX15qmq0wvdw2kxIis40EohA41dlQXZp1t752Tly7gcpyWwhMLvb6ZIh/wMgDuyUiKC7UJQFABxVkIiM4ARaE/vP0JjmE/f+I+htUMDpw4f+TslZ8/fm9inNRfWcuVqt+/+fGKBTOXL5jhWwq9gyMXrze3dPa0d/drdParXu1DCCEUKxGX5GdVlOTPnFLE43IdE/FvpjQYhqUnJxRkp08rzq8oyeNynL/aMnPgxPmj5+r+88n7Y2PEkzPZI3oHR17Zsm3TqkXzqsqZQ7bKersHhieZnZDPm1NRivlvBQ2o5iwERA8mhxvbcxJjZ2SnWSjqQmffuY6+hYVZtgFSY8RdIgWOYYXJ8XFCAUJocEI9pFRPy0hOj43BMOxEaxeB46unFuAYfmNg5GBjx9rKYqcHbZ8Mjsm6suRwY4eIx101pYBLEs2Do2c7eufkZgxOqDUGY2laIo/jsmNY3zs0Pz8zXiQYUqpPtXZzSSInQeo0FwqhIzc6K7NS0qVihU5/uWsgTSoWcjmuSnGwoV0q4K+eUkDgeEP/cM/YREZsjG3WHAJvGhih+/C948oBhWpEpUmWiBBCDf3DlVkpCKHDNzr4JLmiPI9DEJ0j8q+ut99VWSzhc+0urzVNV5nyOcS13iGrl6FPrpzQ6ngcclCp1pvMAhel8MRCFgJeBsA9owqVOJBfuoBwAxRnISA6Azq9/kZ7F/2HgO9ySOr1ls7BkfF3P9//iyfu81fWfUOjQ6Pj11o6vPUymMzmM1caD5w433Ozr8vncQuy0xNiY6RiEYdDDijVBqORj9Dg8Fj/8NjZusazdY3v87gLZ0xds3hunNSXCcNuMyUI3GAwafX6MfnE0Ji8d3Ckd3Ck9nw9l8NZOHPq6upZyQne9Yiut3QODI/tPHTykfWrfDDYW7Z+eXRUPtHY3sXsZTCaTC+/9bHZHwuYxUslRbmZk0+HBqo5CwHRg8nt04qss/fn5mfuvdpiF0DM50r4PALDMuO+7UiXpCaWpCYihBQa3bBSs2lmGYHjCKGZOWkdI/K24XHHgyMqbZJEyJCsU0tG1VqFTr9iSgGHwBFCFZnf9H5j+FwMQxmMCzosKMhKk4oRQtnxUkWGvnlwNCdB6jQXiqKMZnOqVCwV8qVCfna81FXRRlRaDENqg/GOaUUkgSOEZuemjyg1dlnnJ8Ze7hrQm8w8kuiVK8U8bu+4Mlkikmv1GoMxKy5mTK0dV+vumVVGj6QoT08aUqpbh8amZ6faXl4rIyqNq0wLk+Mvdw0qtHqpgIcQahoYKU5JsDonXJXCrYUMFzaKAS8D4B6R67dqICoBxVkIiM4A5fAHQ7CGVtnxC1drZk3zc97ecK2544PdBwdHxhFCOekpcypKK0sL0pMTbL/knOvqt1BUVXoyn0PqDcaGNtnZusYL15oOnb50/EL9qurZa29b4NWMBk8ytUOl0TZ19Fy81nSpoeXImcvHztUtXzBj3fJqAc/T8RT05am9cPX2RXOTE2I9t9YHWmS99U3t3+bqGqPJTLsY7r19Cdf1t0G3CPi8wpwMn6M7AtWchYDowcRCUdd7h5R6o4WyUBTSGz1a7CD15lAsuVZP4vi13m+HQWEI9StUjgc1BqMPlsg1OqmAR7sYXEEhdORGB73hAoZhCwqyRDwOQohv8yhLloiaBkZd5YJjWFVWyv5rrQVJcQXJ8QkigauiaQxGo9kcJ+STNiYJuPbPTAGXkxIj6hqVF6Yk9MmVc/My6nsGp2endgyP5yTEEjg+rtHFCnm2k1OSxMJBpdru8lqRa3SuMuUQRH5SbPPg6OzcdLXeOKBQLSz4djSKq1IkSYTMFjJc8CgGvAyAe4xmc6hNAIJKFCvO55BIq+fiMBvcnigWPfh8svfwtJK8WEkwxvDbYTZbPt135OtTFxFCZQU565YvLHbxJZzAMAwh+jWLx+VMLyucXlYoVy7ddejUsfN1u4+crm9q/94Da1MS3Q8u8DxTO8RCwcwpRTOnFKk1uoOnL31Ze+6rExcuN7Q++9C67LRkz0ttsVi+OHji6fvu9DyKD2w/UOttlMVzKoXh1MeDau4IjyARQrzoXT0eRA8aOqNpd11zVnxMskSEYZjZYmkdGvMkorW7azCbMQwj8G89s2VpiRRCw0qN3UF6WIG3llgoym2PF0NoVk66dZ0CIY+DELLzFRM4RlEUQ3mnZaZkxUtbhsYONrQnSYRLSnKdFi1NKpaNKTzphBckxbUMjcWKBAIOmZMgPdPeqzEYO0bk1YVZ35QLuyURAsctN93BpINXhUKIIdPStKT9V1tnZKe2DI3lJMTaziJxVQq3FrIT8DIA7gncvrVAeBLFiufESeP4fDHfDzPPo4woFj3IZKQk9g6OvLfj6x89vD7IWRuMxtf+/XlDm0zA425et5J5VH8Sl5OWGEfe+qYVKxFvXrdyydyqNz/ZLesbfOkfH/7s8Xty0pnmlHqVqStEQv7dty1YNGvaO5/vv9bc8dIbH/zwofVTi/M8T+FsXeOaxXMzU5N8yN0TrjZ3NHV0ByjxoAHV3JEYPnd6RgqX8etuRAOiB40+uVLM487L/8bHqtQZvE1BwuNaKGpKRrJtp35AoXI86JslYh5XqdNTCDEn5bhXBZ8ktQZjnPCbqTdyjU7E5TCXN1bIn52bPj0rdd/Vlo4RudOi0SZNaG9Zu0drMAkdVqDMTpCe7ehtGRzNipdiGJYeK67rHqQQlRwjQghJeNyJW8ul0OnFrsfEMWcaK+DFCnltw+Mtg6PLym5phlyVwq2F7CRqn6qAH5EIYUYfu4huxWMEPNx/q6lFDdEtejDZuGpRXIz4ckPLufobwczXZDa/umV7Q5ssOSHuN89udtvbjxEJXI2bzU5L/u9nN88oL1KqNX/816dDo3J/ZcpMnFTy00c33bF4rsFoeu39zxtaZR5GrCjJpyjq86+OTyZ3BigK0YlXlhYEKIvgANXcKTyS8OMSm+EGiB40+BxSYzAaTGaEkNlC1XUPeJtCcowIIepK1wD9GV5rMF7pHkwQCx0PMu9D7MqSZImIolBj3zcD/hUaXUPfMEKIz+EotUw+kYy4mOt9wyaLBSGkM5qu9w3nJsa6yqVPrjzT3qM3mRFCCEN05XJaNAtFJUtEFopq7B+h4/YrVHKtznbJCRoSx7PjpS2DYxlxEtqe5sHRgpsrmybHiDAMXe8don+Oa3RtQ+P5iU7m0HEIQmMwus20LC3pQme/iMuhp3tYcVUKtxayExjLALhnVKGKFdtXeCCKAcVZCIjuL+hP+q+99/kHuw6WF+SIb31HCRwf7DzY2N6VFB/7y+/e78najcyKczmcH3xn3Zuf7j5Xf+O197a/8NxjuLPxpd5m6hYMw+5ZvZgkiF2HT/39o53//ezmpHj3qy3cNn9GV//Q5cbW9u7+/Cz/b9p34VpTZ+9AVlrynIrSuhttfk8/aEA1ZyEgetBIj5WkScXbLzVKeFyN0VSUHO/Uk0vguM2Ie0QS3/7EMey2svzjzbLmwVE+SagNxsLkeA6BOx50/Fhim6wrSwgcW1KSW9ssaxwYIXHcYDLPyk1HCOUmShv7h7ddbFxXVeI4vwAhVJGZfLK1e9uFBiGXo9IbchJiS9MScQxzmktyjKhjRP7ZhQYhl6MzGpMlotwEqdOi4RiGMPSNSf3DBI4bTOaaomy+s+VsCpLjesYnksRChFBGrITA8fybE/pwDFtamnesSXZjYJSDY2qDqSorhR5EYHt5EUKFyXFHbnSuLM9nzjQrPoZLEmXp3w6OI3CMwDGXpXBnITsBLwPgnnRn7kAgigHFWQiI7keqygrnVpadrWv8cM+hQC8WQHPhWvOx83U8Lue5zRs87O27VRzHsSfvuWNMPtHZO6jW6iQi+46KD5l6yPoV1f3Do+evNv3jk92/+t5Dbr8zcznk2qXz39v59bYDtf/xpN82+KCxWKgvvj6BENq4skaj1fk38SAD1ZyFgOjBZEFh1gxjmtZoEnJJHklOy3CyvkzVrfsa3llRbOuMiBPy11aV0GMExHwuPdDU4+8AACAASURBVKnN6UHmZF1ZkiQRbphZptDoMAyL4XPppyuHINZWleiMJqcuBoQQgeOLinP0JpNabxRyOdYOudNcSBxfWJg1OzddYzAKuBzroieuSmFrkoTPdTXaNDVGvH76Nzv78jnkvbPKuTbLqSSIBBtmlCq0OguFJDaJ213eqRnJRSnxXJLEEGLIFMewtZXFtumvrSyh02HQgtlCFgIzJgD3dPRPdtNvILIAxVkIiO5fvnPXbWKR4MyVhiB8+tbpDR/uPogQuu+OpRkpiW7D03iiOIck//OpB/78y2ccXQy+Zeo5j2+8PS5G3N7df+TsFU/CL5pdmRQf29gma2jzdJ6Fh5y6fK1/eLQwJyPSp0sgqOasBEQPMnwOGSfk80gSOVt3ECGEY5htn9bpeAchlxMr5Nt5E5wedJUsgyUYQrFCvlTAwxzCMxeNR5LxIoFdMFe5cEkiVsh3XFfVaSmsJjFPaLXttDvtwEsF/LhbE3e8vDySxDzI1C59u3RcaeHWQlYBXgbAPcVZqaE2AQgqoDgLAdH9i0QkfPDO2xBC//7igFandxt+Mhw6fUk+ocrNSF0yp9LzWB4qThJEjNjJ4lW+Zeo5fB73vjuWIoR2HT5lNLnfDY4g8PXLFyKfdoJgwGQ27zh4EiG0cWWNH5MNFVDNWQiIDgBASAAvA+Ceq+09oTYBCCqgOAsB0f3O/KryytKC8QnVp/uOBi4Xk8n81cmLCKG1y+Z7tYLdZBT3OVOvmFNRlpaUoFCqT1y46kn4eVXlGSmJ7d39lxta/GXD0bN1o/KJqUW5pfnZ/kozhEA1ZyEgOgAAIQG8DIB7phflhNoEIKhEseIGs6VpaEyhDey35UgkikUPIY+sW8nncY+dr2v09zB+K1dutE2o1MkJcVVlRV5FzM9MHVZrgpypV2AYWrlwJkKo1jMvA4ZhG1bWIIQ+//oExbgAu4cYjMY9R08jhDauXDT51MIBqOaOWCiqf0KlNbofLxOhgOgAAIQE8DIA7rnQ1BFqE4CgEsWKy8bk41pd25gi1IaEHVEsegiJk0ruXb0YIfTu5wcMRmMgsjhzpQEhNK+yzNshBTeGRttG5PQmZEHL1FtmV5QSBN7ZO9A/POpJ+BnlRflZaT0Dw2fqGief+9cnLyqU6plTinMzo2TMOVRzR8a1Otn4hGx8ItSGBAoQHQCAkABeBsA9s0ryQm0CEFSiWHF6W2MLZQm1IWFHFIseWpbMnV6SlzU8Jt9+4LjfE7dYLNdbOxFCs6YWexuXnunAvOm63zP1FpGAX1aQgxC66nFPiR53sOPgCYtlUtVco9N/WXvOOj4iOoBq7sjNRsEPg1/CExAdAICQAF4GwD2XmwM11hcIT0BxFgKiBwgMQ49tWM3lkF+futja1effxNt7BnR6g0jIz0x1sl8aMz53qyaTqQ+U5mUhhBrbuzwMX16YU1aQMzQqrz1fP5l8v6w9q9bqFkwvT09OmEw6YQVUcxYCogMAEBLAywC4p7IwGla9AjwHFGchIHrgSEmMu3v5Qoqi3t3+pcmnGQqu6OjuRwgV5WT6MHOBecOwAGXqA8W5mQih9m4vHDT0fhAebk7hlAmV5uuTFwkCv3t5tW8phCdQzVkIiA4AQEgALwPgnmsdsEAxuwDFWQiIHlBWV8/JzUjtGxrddfiUH5PtGRhGCGWmJvoQ1+exDJPJ1AcyUpMQQhMqjdLjtSoLstOrygrHJ1SHTl/2LdPdR07pDcbFsyuT4qS+pRCeQDVnISA6AAAhAbwMgHtgs2W2AYqzEBA9oOA49vjG1QSB7z12tqt/yF/J0msipiX5MqTf57EMk8nUB4R8nlQiQgj1DXm0ACTNxpU1GIbtPXZGpzd4m+OofOLouTouh3PXsvnexg1zoJqzEBAdAICQAF4GwD1dgyOhNgEIKqA4CwHRA01WWvIdi+ZaLJZ3tn05yYUJrcgnVAiheKnEh7g+r3Y3mUx9I14aY83XQzJTk+ZWlqnU2gMnznub3Y6DJ00m8/IFM2IlYm/jhjlQzVkIiA4AQEgALwPgnrSEuFCbAAQVUJyFgOhBYO2yBenJCbK+wS9rz/klQYVKgxCKEYv8klrYZhojFiKEFCq1V7HWL6/GcfzA8fMqjdbzWAPDY6cuXxPweXcsmuudlZEAVHMWAqIDABASwMsAuGfMmy9IQBQAirMQED0IkCTx2IbVGIbtOHSSnncwGUxms8FoRAiJBHyfEvBlMMOkM/UFsZCPENJodV7FSk6IXTRrmlZv2Hv0rOexPv/6uMVC3V4zRyQMXgGDBlRzFgKiAwAQEshQGwBEAEI+L9QmAEEFFGchIHpwKMzJuG3+9IOnLr2zff/zTz+ITWKfBuPN7So4HF+acgzDKO9nTUwyU98gCRIhZDR6vT3H2tsWnrx0/fCZS6uqZ8XGuJ/+IOsbvHCtSSISrqye6YuhDlxr7uBxOZ6HxzCsJC/LqyheAdWchYDoAACEBPAyAO7x1xRiIFKIYsXjhAK5Vh/D44bakLAjikUPNzatWnylsa1V1nvw9KUVC3zvzZpubtNIEr4MS+QTOMJwLkkEM1PfIEkCIWQ0e70tZVyMeNm86QdOnN91+NTmdSvdhv/8q+MUhe5cOo/H9c8j4o2Pd3kbZVX17PvXLPVL7o5ANXdEzOVyCEIavV1xEB0AgJAAXgbAPQZftxwHIpQoVjxZLEwWC0NtRTgSxaKHGzwu55H1q/78ztbtB2qrygp93ivROg7ChyEJCKE4DpmV7PU+EZPM1DfovHwb93HnknnHztfVXqi/fdGcpPhYhpAtnT31Te3xUsmyudN9NNSBlQtnkd74cXAcm181xV+5OwLV3BEBh5yZmRJqKwIIe0THMGwyo8MAgCUErZqAlwFwj0QoCLUJQFABxVkIiB5MphblVs+ceuLitS2f7//FE/f5lgjnZvfVaDL7MDrHN8UnmalvmExmhBCH9OWNRSwSrKqetfPQqS8Onnzq3jUMIbcdqEUI3X3bQq/8AszcvXxhWI1Xh2rOQkB0AABCAqz+CLhnRKEMtQlAUAHFWQiIHmTuX7NMKhE1tMpqL9T7loK1121dK8ErfFOcQ36zZIDRGLwPpHqjESHE9XUliFU1c8RCwZkrDb2ut/Srb2pv7uxJTYyvnjnVRysjAajmLIQlouM49GgAwFOCM5wB6iTgnoxE2AaJXYDiLAREDzIiAf+htSsQQp/sPSL3aRF4HMcFfB5CSKXW+BDdN8VxHKN3l5jwKVPfUKo0CCGJyMe5TgIed82SuRRFff7VcacBKArRp9avqI7uvgpUcxbCKtFhxgQAMBPMOhLNrSngL9r7hkNtAhBUQHEWAqIHn1lTi2dOKdbq9O/t+Mq3FKRiEUJoQuVLh99nxaUSEUJIoVT7Ft0HFCq1NV/fuG3+jNgY8aWGlo6efsezF641yfoGs9OSZ08r9d3KSACqOQthlegURYGjAQCcguO409oRuCoD6zIA7inJTgu1CUBQAcXDjbobbR09A7ZHOCSRnBA3tThP4GJy/PCY/PzVpubOHoVSbTAaxUJBenLC1OL86WWFOO6kRbGK7lVER8O4HDItKX5qcZ5vs+jZxsN3r7jR3nW5sfVsXePcyjJvo8dLJQMjY+MTvoyI9rmaJ8TG9A2NDo/JfYvuLRSFRsYVdL4+J8IhybXLFry346ttB2rtFsKwWKgvvj6BENqwsibquychfLZ7/qzYe/SMUMBfOrfKMRHbp5PRZIqNERdkpc+tLEu/dR1ThhQQQhRFfbj7UGVpwbTivEkXKwJgSYNO+xdc9aMAgOUQBIFuOhRg9UcgjLja3j29KCfUVgDBAxQPN97Zvn9C5eTTsYDPe/juFfOrym0Pms2WT/cdOXTmssViEfC4ifGxQj5PrlQ1d/YcPVeXlpTw+KbbC7PT7ZK62t5dkZ/lbURXhsVJJc/cf1dxbuakix7lSCWi+9cs/de2Lz/cfWhKYa5Y5N06bWnJCQ1tsv6hMR+y9rmaZ6QkXm3u6B/2JVMfGFNM6A1GDMPSkrzeEcOWRbMq9h8/19Aqu9HeVZqfbT1+6vK1/uHRwpyMytKCSRsb7oTw2e75s2L/ifMSodDOR+D4WONxOd39w9dbOncfOb1kbtX9dyy1rtzhNAUrSrXm0OlLKo2WJV4GNjTotrtLgJcBABzBb2J1NAShpoCXAXBP1LdPgB1+UVyv1yuVysTExMknhRBSq9UWi0UikUwyHaXe2DoyliIRpceI/WJYcLBYLEnxsf/x5LffYOVKdWOrbM/RM29t3SMRCqbefF22WKhX/73tWktnTnrKplWLygtzrPPM5UrVwVOXDhw//4e3PvnxIxvLC29RubIg+5Utn3kb0dEwlUZ7tblj1+FTf37ns19//6HM1KQAXZOooXrmtDN1jddbOj/YffCZ++/yKm5GcgJCqHfI5aKGDKSkJHSMKXLjpd6+aGSmJiOEZL0DbkP6BVnfIEIoJTHO59UfaQgCX3fbwn9u3bv9QO1/fe8h+qDJbN5x8CRCaNOqRZM3NfwJYWvuxbOCQhSibo1r81hbvbi8INv6dGrt6vvsy6NHzlweGZM/t3kjQeBOU7CF3oPVuhWr0WzpHFMkigRxQr7/ihtGsOEVjh7IYCXU5kQqJrPZZDLh7q6hxWIxebY9qjUYQRCe6IJhGIfD8SRlkiRBaK/AcZwgCFtHQxAALwPgnotNnTNLckNtBRA8/KK4TCY7fvz4E088MZlEdDrdiRMnli9fXldXZzAYlixZMkmr+ieUepN5YEIdWV4GhBBB4IlxUuvPxDhpYXZ6dnryq//evvPwKauXYc/R09daOitK8p99aJ3dOORYiXjTqkXlBTl/2fLZm5/ufunHT9h+Of/n9i99i+hoWG5GalpSwusf7vhs/7GfPLrJv9chKnl0/apfvfrO2brGeZVlVWWFnkcszMlACLV29VIU8va1oWtsAmEoPUbM83LjxuK8TIRQR++AwWjkevZGOBma2rsRQn4ZFzOvqnzvsbOtXX1XGlvp63z0bN2ofGJqUW5JXtbk0w9/Qtua+/ysYHisFWan//KpB/+1bd/JS9d6h0ay05K9tUqh049qtCaLJVq9DFH/Cmd1LtD9KNIfk/XMZrPZ/M3ePdaussVisR40m80URdG+KqPR6BiAPk535+hgFEVZLBbrWYqibAPT4a3OLzoLOrw1EbPZbP0QTf+0C0//bOsdKsi4pSKYTCbbkNYU0K3ftGXjSq3RmCEVx4TT/ruuoF1LVhWsB23D0P1qp9Ht7hM6pDVNujduTZC+tayJ4zhuF532elgDWL0q1ugkSVovuDWurXlW94o1a7uQ9JQHn+FwOHTKtr4Gq5EB8juAlwFwT3S3T4AjgVPcaDQ2NDRIJJL8/Hz6SF9fn0wmKykpiY+PRwjp9frr16/Hx8fn5uYihDo6Ok6dOjV9+nQ6cHNzs8lkKi//ZoKAXWBPoJ/yFtefuSKLytKC5IS49u4+k9lMEoTeYNhfe04sFHz3njWulkUoL8y5c8m8nYdOHTpz6e7bFtIH9QZD/fVmHyK6YtbU4uSEuOutnbRhkykjG0iMk25cteij3Yfe2/FVSV6WwOM3vMzUZJGQr9boegaHs7wcNoLjmOXW9zMPSYqTJsVJh8cVjW1dQZhlcL21EyFUXuCH77EYhm1YWfO397/4/KvjlaWFBqNx95HTCKGNK1kxkAGFZWvu9lnh9rGGYeiJTbevWDjTBxcDQt+MeoiSJsEZYSi6v7DrKmMYRvegRkZG9Hq90Wg0Go16vZ7urtOOA7rfbts1pX0BdFJGo5HuarrKwtofs/3J3EmzPeX5zA67NG2dC1aT7PrP1l5oeb69z5TH+7ZNsetY2v4vNJgxo1EkEkmE3s3dCzJWRazuG2TjX7A76zm29wZFUbauGds/3Apn/cPOAKf22ApqTdw2ru1BdNP1QP9N+zJsVySh/SP0cdrjRv/P4XDocSJWX0NwJhmBlwFwz+Vm2fTi6B9xB1gJkOJ6vf6ll15avnz5jRs3Tp48+fDDDzc0NOzdu3fZsmWvvfba008/LRQK//SnP61evbqlpeXw4cOPP/742NiYSqVSKpUIoZ07d65du1atVh8+fPjZZ5+Vy+V2gf1u8OTRGwzv7/w6PjZmw4qaAGWRFC8dGh3XaPUxYuHF6y1avWF1zRzm6f3LF8zce+zsiYvXrM4CnyMykBgXYzXMqxKxk+XzZ5yrv9Eq6/1k35HHNqz2MBaGocqSglOXr1+81uytl8HivX/ByowpxQdOnD9bfyPQXoaegeHewREOSVaU5PslwRnlRflZae3d/efqG4fHFBMq9aypxbmZqX5JPPwJz9ac+VnhydMJw7Cc9JRA2vgNPQPD736+/+G1KyLonglP0f2FtZdlHctAEITBYNDr9QaDgXY0WAcm0J03u7kVtqviCQT295jjx17bbrldMGYLXcX1JKJXcRtlfWU59ksvObXTLnGR3oQMRklMjJjPC9v5CI49f+TgaHAM4DmOzgvriAnPPReO9jBEdDooA9ncro5J2YWnKKq5e7A4KwUhZLFYrENmaBcDSZImk4nH43G5XPpI0CZNgJcBcE9lYbb7QEAUESDFDxw4sH79enpgwu9+9zuLxTI0NBQfHz99+vSCggKDwbBjx45HH320sLCQDqDRaCoqKi5dupSbm9vX11dTU7N06VKE0IsvvogQcgwsFIZXb3ZodPxvH+zoGRieGsg1xsYVSgxDfB4XIdQq60UIVZa66Y+JhYKCrPSmjm65UhUrEU8mIgNDo3KSIESC6ByE7HcwDHtsw+r//tuW2vP1cyvLPP90P6ei9NTl62frG9ctd+/6sQXHMJ8dDfOnlx84cf7S9Wa19raASlx7oR4hVFVW4Pn4DrdsXLXoj29/+vnXx9UaHY5j6wPmAQxDwrM1Z35WePh0Cg79w2Pt3f0vvfnho+tXLZwxNdTmeER4iu5HbIe4EwTB4XCsX3o5HI7JZLKbyEBj14G3/nQcy+CYneMoA2bzkEN/3naIhNNYtmddDWpwleOM0iKCcD+2wjFZkc5EcYxCkUgcIQ23ncfBzhEwSS+D0/SRB5I5jq3wxBI7R4ZjFNvcrcMurGdnlEns7LK63mhHA+cmdjMmAupuAC8D4J5GWd+UvIxQWwEEjwAp3tvb29raev78eYSQVCo1GAyLFy9Wq9W///3vuVzuk08+OTAwkJHxTb7JyckjIyNxcXHW6PSUCnRzlKBj4OzsMHqXqm9q/+ene9RaHUIocI/wzp6B/uGxzNRkemE8etn/rFT3w4az0pKaOrr7h0ZpZ4HPEV1x6vL1kXFFZWnBN4uxAR6QnpywdumCz78+vmX7/hd+/DiP69GSB9OK8xJiYwaGx+putHk1smAyYxly0lMKczJaZb2HT1++a9l8n9NhRq3R1Z6/ihBavmCmH5MtL8gpK8hpbJMhhBbOmGq3CWJ0E4atudtnhedPpyBAv9abTOa3P9sn6x28f80ypxsDhxVhKLofse162U6ep/+mXQwWi8VVT8+pv8Dt9Aen7gkGXLkY3OJq3ARzCk1dAyXZno61sc2Cx9eZcEIgEAojYY0Su8/7Xo01YMCtl8FtdOTg9WCO6NQ54iqKxWKx3g/WlDEMa5L1FzuIbt1XwjqogZ5DQU+pcByn43fAywC4x24VGSDqCZDiOTk5EomkpqYGIbRr1y4ej3fy5MnZs2evWbOmubl527Zt+fn5N27coAc7dHV1paam6vV6V6k5Bg6EzT5AUejL2rPbDtRaG4lAPMF1ekNDm+zDXQcpirp90Rz6oFqrwzBM6MFXCLFQgBBSa/WTjIgQMpvMvYPf7nGg0equNnfsPXaWyyHvWb3YmzIB6I7Fc89fa+ruH9r+Ve2Dd97mSRQcx1fVzP5o96Fdh09VlBR4fq9hk5uLftfS+a9s2fZl7dlFsyukEtEkUnLJFwdP6A2G4txMv2+JumnVohf+/j5JEN4OAIl0Qtua+/as8PzpZMvo+MQLf3/fuRlmi9PjnmD76v/1qYsDI2PPPLBWGN5L5UX3K5xt82pdp8A6e4LD4di6GOx6bj64GFyNgHBqld2nb0/eBGzD2M2zcBXMkbL8LB7jjjxOU8YwjMvjGjBMwOfz+RHjZXA6nWGSPWen0xOcJuvW72DnO3Cc/sAQ2O6U3b1h90dZQTafy7EbhmMdzoDZLNNA/7SOZZi8X4YB8DIA7ukaHC3OCpcuHBAE/KX48ePHR0dH6b/Xrl27YsWKl156qaWlRalUZmdnYxiWn5//yiuvVFRUtLS03HfffXl5eS+//PKVK1eGhoaqq6u5XC6O462trXV1dY6Jr1u3zi7w5A32CwdPX/xs/zHbI9daOp/571dchZ9WnP+D79ztNtnBkTHbRPQGI0IIw7B1yxfOr/pmOUyTyUwQuCdtK73KmnXpbJPJ7OE0PbuICKHhccWvXn3HLlhCbMx3712TkeKffUzZA0Hgj29c/cLf3z946tKcirLCbOdza+1YOqfq4KlL7d39x85dWTK3yuPcPPIzDAyP9QyOzJpabHe8oiR/WnHe1eaOD3Yd9OQG9pa2rr4jZy/jOPbAncv8nnh+VtrmdStFAr7tlgdsILStuW/PCpPJTBKEt10GiqI0OudOaouF6bY/V3/jvR1fMRhj+/Nqc8frH+z4hc32nGFI1L/C2Tr06d6UdaC4nYvBdpa77bACx79d4TisADE6L5wG9ioLH1KQDY8XZbhZpsSpH4TD5XEojOSQHm4nGVbYTViYZFLM7gDmU56k4HRWjp13gzlru5L2jigKMlOsPhHrLW3raLBOlLD64wI6kAGBlwHwhJR4dr2HAX5RvLi4eMuWLXYHf/vb3yoUCi6XS6+xlJ6e/uKLL46Ojt577730Cky/+c1v5HK5SCSiGzmSJH//+99jGGa7JtPzzz+PEOJyuXaBwxaLxaI3uPx6ZvRs32kel2u7AB6HJJMTYmdPK0lL+na8t4DPNZnMZrPF7TwFrd6AELLOdRfwuWazxYeICKEYsXDNknkIoe7+oRMXr+Vlpm1cWVOSnwVbS/hGbkbqqurZX9aee3f7l//zw0c9iUKSxMN3r/jLu1s/2XckPzvd05X2PXAyDI/JX3rzQ5Va+9p/Peu4Mt/D61b+5rV3L1xrOnDi/Krq2R5l6hkTKvXrH+20WKjbF83JzQhIB2mpF+6Y6CG0rblvzwoBn2s0mSwWi6sd6ZySGC/9/U+fdHpKoVT/+Hevu4poNpvpmW4e4sqXET5E/Suc7WABDMPoW8V2uUcPE2GedW/bqfOqY+YqIkMijjbbdkTd5p6WEOfbdp7EN8tnkn7ZDTQIBO47vO11ZpCD2SRb3b0y1a3HxNGLkZmWZLuTiC3WfTGt/gWr98Fzk3wjMm4jILQoVBop48rzQJQRUMWl0lveeAiCSE6+pVMUGxtr+5N5TUe7wOHA8vkzVWrt7iOnrK1DVVnhDx50+bHXw2m9sTHi7z2wljmMVCJGCA2Py1MT45lDjowrEELWge4+R0QICQX8lQtnIYQoihoalbfIenEcAxfDZFi3vPpSQ0vf0OjOwyfL8j1aBnJqUe4di+ftPXrm1X9v/88n709JjHMfx91Lz7hC+Zd3t6nU2oUzpjhd/D8pTvrUvWv+9sEXn+47KhLwq2dO88RUtyjVmj+8/em4QlmSl7VpFVv2mAwOoW3NfXtWSERChNCYQhmcgSfzp0+ZP32Kq7OnLl9/a+te68+c9JRnH1oXBKsmA6te4eh+FEVR1t3+vOrdMfe7HN0QnvTTJjl30q6r6Ukiaq0+QSrxISOSJHGTmR5U7230UBG4Mf92l923XDxX3y59ZneSozFqrSE+xrnotuMabH8GeiADQihibiMghAh44TIWHQgOUa04hhDCA7ggI8IwtH5F9fcfvNu6eh+BYyRJuPrnx+Y8LyMVIdTW1ec2ZFtXH0kSmTf3PvQ5oi0Yhj11350CHvfNT/dMqNTemQ7YwOWQj21YjWFo37FzXf2DHsbasKJmTkXpuEL5uzc/bOns8TQzF1Whq3/oxTc+GBgZy81I3bxupavY08uLHlq7AiHqne1f7jx0cvJvez0Dwy++8WHv4EhOesoPH1ofQS+7EUGYPNu9elZkpycjhDp7BwJlDMKQx2v02s62mF9V/vwzDybExgTGLr8RJqIHGtuuFG4D4TH0Dn8M0MEc//YkluPC/p5gO9Dd8+hCAd+rXGgQQtlxMZlxMXFCX6KHCmTzZd6/2F12r7Rzpb6Hdxf9kzmwdR1HGrFI4OrGdrx5bKtMQIH2G3BPQJcGAcKQKFY8PUbMIYgUScD3vJw1teS/vvdQUpwUBeVRTjOtOA8hdPLiNeZgTR3dI+OK8oIc61dEnyPakRAb8+iG1Qql+s1P9kTxXRQESvKylsypslgsX3x90sMoOI49fd+dC2dMmVBpXn7r4+1f1dKLd7gilsdLFgt5DiNjTSbz3qNnXnj9/TGFsiA7/RdP3sdlnJG0bN70xzbcTuDEjoMn/++tT2yX9/MKk9m89+iZF/7+/tDoeEle1i+evE8UCeucRxbhUys9f1bQu7qerbsRIEukfF68kJ/i2Qqm1M39C+5Zvfip++5krhphQviIHmiwWz/VeturR4z9VbtunofNuue5uzLJh3R8zlfC52XFxhBeukLYgLcqOA3syQ3jeJt5mAVFuTTP9o61/T8IwIwJwD16I9OrKhB9RLTiRjN1pU+tMphnZYolPPvOsITPnZnpZlUkf5GVmvTrHzz85qd7MlKcfPkPBLmZqQXZ6Y3tXReuNTsu10djNls+3nMY3bo7YG5mamZasg8RHZk9raR65rQTF6/uOnz67tsW+F4Y1nPv7Uuu3GgbVyg9j4Lj+JP3rMnLTNv65dE9R84cv3B1+fyZNbOmOd0DQoijrIRbJhyptbpTl69/WXuOznT5ghn33r6E48EEledJhgAAIABJREFU3ZpZ0zJSEt/8dHdTR/dv/vrurKklKxbMLMjO8PBNRqXWnrx87euTF0flEziO3bFo7sZVNTiMYggAYfVs9/BZUZqfnZaUcKmhuVXWW5jjfEfG3sGR3UdOb1630oftHjgEXpzkZqaYlaR4aWpS/GMbVvt935PAEVaiBwfs1v45g59lMt0t3+IGoYPHQsUDjV9U8yERD6NQFOVKdLu64K0BkwS8DIB7YoRsmdEH0ESu4h1jujv/fcOA4QIuMTKue+++wuWFoVz4SiIS/vzxe4OZ4yPrV/3v6++9tXWPxXLHnIpSu7MqtfbNrXtkfYNzK8vo8QtWHrzztr+8u9WHiI48tHZ5i6xn56GTxXmZZfnZky8UO+HzuI+sW/nqv7d7G/G2+TOqygq3fnn0/NWm7V/Vfv718bzM1PLCnJz0lNTE+DipRCTgI4RihAKKQmqNtn94tKN3oKFVdr21k15CvzA7/Z7bl3jVj8rPSnvpx098WXtu//Fz5+pvnKu/ESeVVBTnF2SnZ6YmJsZJxUKh9Q3HYDSNKSaGRuUdPf1N7d1Nnd30QPTygpz71yzN8nD1yjDG+ir3v6+/N8kXu+T42Oc2b/Rw9Ra3hNuz3cNnxeZ1K/7w9qd/ff+LH3zn7pK8LLuz7d39f33/c7VGt355daA3lSzNz3a1qGTYEm6iB5/gd65CCyjONjAMk4qEYXifg5cBcM+QXCl1tvQXEK1EruKbt7ZmFCTMqEhGCPUOqDd/2tr4syopn0UrEWalJj37nXVvfLz7jY93fXXywswpxamJcRwOR6lSN8t6z15p0OoNVWWFj21YbReR5HJ9i+gIj8t55r67XvzHB//8ZM8Lzz0mjvyFx8ib+4OSjHtw0BNJ/LjyZWVpwfyq8tNXGjikd2kmxMZ874G1m1bJj5y9cuFac3t3f3t3v/UshmEckqQQMpmMth/5uBxybmXZ4jmVvvmGSJK4a9n8ldUzj1+4dqauob2779j5umPn625mijgkieO4wWiyWG7ZckUiEs6cUrRkblVOutfjjPx+zZmht8Ih3MnB5/HyMtM6evoHR8YnmaPZbLFQFhz5p4Dh9mz38FlRmp/9xKbbt3x+4OV/fjylKLeypCApXkoSxKhiov5G++XGVpIgnnngLo8WPWUf4SY6EGhAcRYSnqKDlwFwT1ayp4MJgeggQhVX6s3XBjRPrSqif2akipISBGe6lKuKw24fCm8RCflij79OVJYWvPDcozsPnTx/tdluQcf05IQHF81ZOGOqo887Kzmen5nibURXhuVmpm5cuWjrl0fbuvsqSws8tDxs4XI433/wbgzDmKdhb1q1aEphbkF2uh+zfnTDqpyMFN+uYVJ87L23L7n39iV9Q6Pt3f2yvoHhMcWYQqnR6owmk8VCxYgEQgE/JSE2PTmxODezOC/Tk/kRzPC43OULZixfMEOuVLXKeju6BwZHx0bGJ1QardFkMlssUp6Qx+PGxUiS4qSZaUmF2ek56ak+f6sPxDVnoKqs8P41S2dNLWEOhmHoNz94ODgmeUUIn+2ePyuchlw4Y2pOesrOQ6eu3Gi93tJpPc4hydnTSjauXJRsM/2H+YHJ43JIkvD8iRrpRGiDDvgMKM5CwlN07Pjx2urqmtAa0dgme/2jXc88/W2TnC0VxfAiYE0dlnC9s3dKrvPJkEBUEqGK60yWlBfOf3dzhfWD8649zf9Yk7MoL9zXAHeLUq0hCMLbwcAms7mzd1ChVBmNJpFQkJ6cwLAcuq3onkdkNmxodDw5Ab4uhikRWs2ByRBC0T1/VjCHNBhNsr7BCZXaZDLHxohz0lP4DnsouH1gjimUMSIh6eUQoQgFajrbAMVZSCBEvzYkt/79zr8+emzj7W4nzNrS2NgAYxkA95TlBOkzERAmRKjifBJfXRJXe7JncXUWgWNXG0dMevOcLHGo7fID9I7x3kISRKHH33htRfc8IrNh4GIIZyK0mgOTIYSie/6sYA7J5ZBFLtaA9DAFhFC81PnG8lEJ1HS24bPiFEJmi4WElXcjkPCs5nAnAe6pa+kKtQlAUIlcxd/ckJ9NWN56r/6t9+qH2sd2by7hk/CU84jIFR3wDVCchYDoLAREZxs+K94xKr/YPaBi3AIZCE/Cs5rD+zfgHllXT6hNAILK9OKcHQdPhtoKX4jlk9u+U9Lz/Mymn00//4NpJUn2M2+HVJqzXX0tw2MhMS+cgWrONkRxkhPNnRbXe7wB0QdUc0e0RtOlnsE+hSrUhgQKEJ1t+Ky41miiENIbTf61BwgC4VnNwcsAuOfAmSuhNgEIKhdudOw8FJFeBhoxl0gUOZ8ONq7RUhRS6A1BNin8gWrONsY1OpLHNZjMoTYECB5QzR1RG4wGs1mu04fakEABorMNUJyFhKfo4GUA3KNTq0NtAhBUZpV6sb5LZEFvkYCjsNtVOORANWcb9LYOYbjDNhA4oJo7QlcAXzc5iQBAdLYBirOQ8BQ9XFZ/NFsohUpj/XlmZMxksjCEB4JMtyIcb18goOyrbw21Cf4Hx5FIwFdr9FFZukkC1ZxVSPmCvQePj00pC7UhQFCBam6HBSEJn8chyKi8MjqjCUVpaw4w4NvNTCEMwzCF3qiBLlikkZSeuv+6n6u5xWY+pcHsyy0RLl4GC0U19Q6E2grAJQo9LAbDOgYUE6E2ITCMR2m5Jg1Uc7ZRX98ozYQNz9gFVHMnYITWTGnNUXhlNHoDiuLWHHCBj9UcJ4R8vsZkQeBliDSkcdK+sQBWc4vF4sMaTjBjAgAAAAAAAAAAgNVgMJ8U8B/gZQAAAAAAAAAAAAAAwD9gx4/XVlfXhNaIxjbZH/+1VSjgh9YMwBVqjTY2RhxqK4CgIp9QiYT220ACUQxUcxYin1BJxMJQWwEED6VKA9WcVVAUUiihNWcX0JqzkAmVhs/nBS59rVb3k0c3TSv2Ym34xsaGsFiXISst+cePbAy1FYBLXtmy7bENq0NtBRBUXtmy7al714TaCiB4QDVnIa9s2fbkpjtCbQUQPKCasxBozdkGVHMW8sqWbU8HuJrnZaR6GyUsvAxioaCiJD/UVgBMgEAsBERnG6A4CwHR2QYozkJAdLYBirOQMBQd1mUAAAAAAAAAAAAAAMA/gJcBAAAAAAAAAAAAAAD/QDz++GPZ2TmhNgMId0rzs0NtAhBsQHS2AYqzEBCdbYDiLAREZxugOAsJN9FHRobDYo8JAAAAAAAAAAAAAAAincbGBpgxAQAAAAAAAAAAAACAfwAvA7sYHlccOn0p1FYAwQC0ZiEgOgsB0dkAqMwqQG62AYqzEDaIDusysAijyVTf1FHf1F6Sl8XncW1PjU+oBLcesdI7ONLZO2AwmaRikeen3J4FAgqD1nqDoa2rb1yhFAr4HJJwGt1nZUH0EMIguhWVRsshORjmPAXflAXRQwiD6AajsaN3cGBkjMvhuLofEIgeCXjVdtPSmMzmGLHQVYIgejjjVG6d3qDW6vQGI/0PIUTebL49adMRiB7GMLfdzDUa2vQIhVl02we7qwoe/k08rMvAIlpkvW98vCsjOUEo4LfIessLch7dsIokCJVG++8vDrTIel99/gd2UXR6w1/f+1yrN2SmJvUNjZAE8dwjG4V8HvMpt2eBQONKa4RQQ6vsra17C3MyEEJtXb0P3b1iRnmRbVyflQXRQwuD6FYmVOpfvfruTx/blJuRahfdN2VB9NDCIHprV9/fP9qZm57C53GbOrqXL5h5+6I5dtFB9IjA87ZbbzD+9f3PtTpDenKCrG9QJOD/53cfsOt+gOhhjiu5//HJ7r6hUTrMyLgiOy35l089gDxo0xGIHt4wPMbd1mho0yMUBtHtHuyuKnhENPGNjQ3o+PFaCmABv371nYvXm+m/DUbjm5/uOXaurqt/6Gcvv/HpviPP/u9fHaN8tPvQv3d85fQnwym3P4FA41Rr+ufP/+8fnb0D9N9d/UPPvvBXg9FoG9dnZUH00MIgupW/vPvZk7/6U6us1zG6b8qC6KGFQfTfv/nR+atN9N9Kleb7v31VpdbaRQfRIwLP2+4Pdn390Z5D1p9tXX2OqYHoYY7bJ3lbV9/PXn5jaExO/3TbplMgenjDoLjbGg1teoTiSnTHB7urCh4RTXxDw3VYl4EtjE0os9OS6b85JPnUvWsWza4QC/jPPbLxjkVznUY5U9dw97IF1p93LZt/vv4GRVHMp9yeBQKNU63pnz9//N6c9BT676zUJKlYNDgybhvXZ2VB9NDCIDrN4TOXOSSR5/DFg8Y3ZUH00MIg+ph8Ijstif5bLBLExojHJpR20UH0iMDDtttisZyrb1q/vNp6JD8rzTE1ED3MYX6SD48r3vh41w++c3dSnJQ+4rZNRyB6eONKcbc1Gtr0yMWV6I4PdlcVPFKaePAysIXpZUVvf7bPOuKOJk4qyUpNchpeoVQTBCGVfDshRywUCAW8MYWS4RRzRD8XCXCBU61pUhLjrH8bjMYx+USsRGw94rOyIHrIYRAdITQwPLa/9tyj61c7PeubsiB6yGEQvaK04MvacwajiaLQhWtNZoslPSnBNgCIHil42HYPjo7HSyU4jp2+fH1f7dlLDS0Wi8UuKRA9/GGo1Bqd/tUt29YtX5iX+W1vk7lNRyB62ONKceYaDW16RONKdMcHu6sKHilNPOlbNCDieGTdyr3Hzr78z49TE+NqZlXMn15uN2fbDpVGKxEK7A6KhQKVRksShKtTCbExDBETYmMmXxDALZ5oTVHow12HFs6cKhZ9Kxazdj7fEn4qFsAEg+hms+XNrXu+s3a5rda2+KYsiB5yGES/a+n8/3n9vdoL9SRBGk3GHz28gSBu+agAokcKHrbdCqXabDa/+PcPSvOzE+JiTl26vuPgyeefftB2VTAQPfxhkLtV1svncXcfOb3v2NlHN6wuysmwjei0TUcgetjjSnGGGg1teqTjbY8MOVTwSGniwcvAFkiSuPu2BXctnXetpfPI2StfnbzwH0/eJxG5XIMawzDH8TH0kBmGU27PAkHArdYqjfbd7fspivre3WttI/qsLIgechhE33noZG56SmVpgau4vikLooccV6JbLJY/v/vZ6prZi2ZVkCTR0tnz7vb9CXFS248kIHqk4GHbjWFY/8jY808/SH/oXlU9+4NdB7+sPbd+RbVtGBA9zGGQu6Ikv6IkHyF0vaXz7x/u/ON/Pm3tmbhq0xGIHva4UpyhRkObHul42yOzq+AR1MTDjAl2geN4RUn+c5s3FGan7zt2jiGkWChQqjR2B5VqTYxIyHCKOeKkzQe8wJXWlxtafvPXLflZaT98eD2HvMXP6LOyIHqY4Ch6a1ffodOXqsoKb7R33Wjv0uj0sr7BiVvF8k1ZED1McBT9Rke3gMdduXAWn8clCaKsIGfZ/Bm15+tsY4HokYXbtlsqFiXHx9qOpa8qK+zsHbANA6JHCsxyTynKjZWKu/qG6J8MbToC0SMER8Vd1Who06MGD3tkjhU8gpp48DKwgjGFcmj0lgWBCnMyRuUKhigxYiGGoVH5hPWIXKkyGI2xMRKGU8wR/VYewDXMWh88dWnnoVM/f/zeNUvmYQ47LPusLIgeWhhEH5NPlBfmnLh49dDpS4dOX1Io1ReuNrV199kG9k1ZED20MIhuNJoEt+47JeBzjUaz7REQPSLwvO1OjJdqdHqtTm89ojcY7R7yIHqY40puvcFoMt9Sfzk3RzEwt+kIRA9vGCq4qxoNbXqk41WPzGkFj6AmHrwMrGBwdPwPb39qXWhEbzCcuHitKCeTOVb1rGmf7T9msVAIIYuF2ra/duGMqfRNznDK7VkgoDBoPTwmP3ruyv97+oH05ARX0X1WFkQPIQyiz6ko/cF31ln/pSXFb1y1aHpZoV0KvikLoocQBtHzMtM6ewe6B4bpUzq9ofZ8fVlBtl0KIHr443nbTRLEvMqybQdq6dGtBqPp0OlL5YU5dsFA9HDGldxXmzte2bJNbzDQx9u7+4fHFBkpiZ606QhED2MYKrirGg1teqTj+VPdVQWPoCYeO368trq6xsfYQORwrv7GZ/uPiUUCDkn2D4/Onlry0NrlOI4jhLR6w69e+deff/k9uygmk/ntbfvau/rSkhP6h8dy0pO/e++dXA7JfMrtWSDQuNK6vqn9b+9/wbERAsewnz52j+32SD4rC6KHFoYKbssf3/70vjVLrVsoWfFNWRA9tDCIXt/U/sHOr6UxYi6H7BscrZ41dePKRXbRQfSIwPO2W28wvvHxrv7h0cQ4af/QaFV50XfuvM1uSTAQPcxxJffuI6ePnL2SkZyg0xsUSvWjG1aXF+Z40qYjED28YajgntRoaNMjEeYXNuuDnaGCR0QT39jYAF4GFkFR1JXG1nNXmx7bsNrujjEYjVwOx2msCZVmfEIZKxHbbm3i9pTbs0BAYdDaE3xWFkQPIZ6IzlDTka/KgughhEF0i4UalSsMRlNSvBREj2i8arvHFUqVVpcUJ7XdXcIOED2ccSW33mAcGpPzedwEaQyOe/1tEUQPW5jbbuYaDW16hMIsOrOsNOHfxIOXgXWMT6ia2rvmVZWH2hAg4IDWLAREZyEgOhsAlVkFyM02QHEWEvWig5cBAAAAAAAAAAAAAAD/0NjYAKs/AgAAAAAAAAAAAADgH8DLAAAAAACh4ciZy6E2AQAAAAAAwM+AlwEAAAAAAs6ESv32Z3u7+odsD3516uLkU25sk00+kYjINHBEWXEimkOnL+0+cpreSg0AAACIUGB7EgAAAMAXJlTq3UdO1zW2jU+ohALe1KK8dSuqk+Kk9Nl9x85eaWxFCHFIMiEuZnp5UVVpoXXXZetZhJBEJKwsK6iZWRH++3Jr9QaB66X7GTAYjX94+9PlC2ZmpSYjhEwm887DJ8/W3RgZl//HH96cV1V+59L5vm0WpTcY//TOZ/966eeTMW8ymdpCUWjfsTMnLl5bPKdydc3swBng35I6vYZ2ZQla0fwLQ0Xz7ZQVk8n82YFj5+pu6AyG1KT4dbctrCwtsJ6tb2r/4uCJvsFRDoeYWpR3/5qlsRKx9WxrV9/Hew49+511cVKJ45GFM6Zu+eLAB7sPbr57RUAuCgAAABB4wMsAAAAAeM24QvnCGx9MLcr98aObkhNiJ1SaY+fqXnj9/eefeTA1MR4h1NjeVVqQXVlSoNHp+4dGt+47eurSte8/eDeGYbZnEUJjCuWOgydGxhUbVoT1UsQWC/WT373+yv/7voDP6x0c4XLIpPhYD+MeO1dfVpC9ZE4l/XP7V7Vt3f0/fmRjcnzs4Oj4Z/uP/eXdz3751AM+2UUhRCGEKAr99Pd//9N/PCMS8r2K721ZbDO148K1prP1N376+D1WZ1MgsBXCT0l+UxzblO3KEpyi+R2GiubbKSvv7/xaqdH+97ObJSLh9dbOf27d89zmjUU5GQihVlnv25/te/KeO6YW5ekMht2HT//5nc/+54eP4DhuNlt2HDpRe/6q3mBUarRxUonjET6P+9S9a/7rlXeGRseTE+KCf9EAAACAyQMzJgAAAACv+WjPoWnFeY9vvD09OYEkiHipZP2K6ic23W7b90yOjyvITp9WnLeyetZvf7i5b2j06NkrdmcLstNnTyt58p47jpy54iSbcALHsf/vNz+ie7a15+vPX23yPG5dU9vcijLrzyuNbRtWVKcnJ5AkkZGS+KOHNyybN32S5mEY+tuvf+itiwF5XxYGGtpkNTOnBbofbitE4FK2K0twihYIGCqab6doCAL/7r1rYmPEBIFXlOQvnz/j9OXr9Km9x86uX76woiQfxzEhn3ffHUu4HPJSQytCqEXW0zMw8j8/ekR880Z1PIIQwnF81rTiuqb2AF0TAAAAINDAWAYAAADAO/QGw6WGlpd/9l2747ZDpu3gcbmra+bUXqhf6qw7nRwfp9ZqTWYzSRC2x5s6uvOz0i5ca1ZptNlpySV5WdZTXf1DrbJekiAqSvOtg7Eb22QleVlXbrRxSXJqcZ5dLp29A21dfQSOTy8vkkpECCGKQtdbO3sGhmPEwunlRdZB+K7ybensKSvIGZVPjMondHpDZ89AbmYqQzpW+odGU5PirT+lElGLrLc0P5v+iePYnIpSx8vCkGyrrLezd1Ak4NkWkzaPolBzZ7fVZrPZ0t7TT39kNhiNlxtaFSp1enLilMJcDEOOZXF1bV1lamVUPjE0Ms7jcBrbZIU5GRyS7OofapP1kiRZkpeVnBDrViMGue1i0SV1JStDEWxhuIZ2ZZlQaeyK5jQLx6K5ukvzs9IvXGvSaPXZ6bcU0/OyOErpCa4qmg+nNq9baRuGz+P1D4/Rfze1d9mdnVFedKO9a9bU4tL8bOttT+N4hCYtKaFV1utRqQAAAIDwA8YyAAAAAN7RMzAiFgq8HGOPCrLTu/uHnZ663tqZFB/n2L15Zcv2F15/v6FVptHqPtx18O3P9tLH99WefeOjXRMqTffA0K9fe7ejp58+/tp7X/zh7U+PnatTabR2Se08dPIfn+yeUGkGR+X/+/p7nT0DCKG/f7Rz2/5jKo22vqn916++o1RrmPN9Zct2vcHY0Crr6h9q7eo9eq6OPu4qHSsTKo2Q/+2n2o0ra/bXnnv9wx0NbTKKcrnKnatkP9135K3P9irVmpauvj/+a6s1/GvvfaHV6eVK1Rsf77Ie7Bsa+fcXB+i/X3rjwxOXro3JlVu/PPrO9n0IIceyuLq2rjK10tAq6x8Za2yTHTp9aWRcsfvI6dc/3DGuVPUNjf7+nx+drWt0q5Gry+4YixbClayuimCLq+JYJbYti91PV1nYGcl4l37SMzCiNxg/3HXwg10H6eNelcVRSk9wVdF8PkVDUej81RtTi/IQQmqNzmg2x8Xc4tlJio8dHpN7aCSNSMCXK9VeRQEAAAB8Q2MwWv/WGU1ag5H+pzeafE4TxjIAAAAA3qHV6UUCgfXn+ITqxs0l+tNTEnPSU5zGEgn4eoPBYqFwHEMIXbzePDQ6jhAaU0xcut7y3fvudBaJmlNRdufSeQihNYvnPf+XtxvbZKmJ8V+fvPjijx8XCfgIodyM1B0HT/7k0U10+NL8rHXLq+1SGRlXfH3y4ss//65YKEAILZtXRX+OriormFdZThA4Qui9nV8fv3D1jsVzXeVbVpBDIQohqmbWtO6BIalYtGbJPDp91+kghBBFURbKQpeapig383c/ffLwmcv//uIrg9G4umb2igWzbAMwJDs0Ol57vv7/fv6UWCRACNU3tb/23vZvs6Lzs3FcWP9UabSDo+O//eGjGIYsFqpvaAQhZFeWcYXS6bVlzPQbamZNa2yTleZnL5pdMSqf2F977uWff1ciEiKE5k8v//M7W2dMKeKQpCuNGC67o7K0EE5ldVUE22wYimOV2FoWhFBaUoLtT9dZfGskoxnUHYvnzpxSjBBaPKfi5//3j3tWL1aqNZ6XxamUrmCoaL6dssNiod7f+RWPy62eOQ0hpDcaeRyOXRgel6O3eYX1BBzHjUbvogAAALANiqJahsaKUxJ8TkFvNJ1s7RqcUD8wdxpCqHNEfqq1i0d+4yLAceyOaUU8n1anBi8DAAAA4B0cDmmw6QCMjCuut8oQQqPyCRzHfvHEfU5jGYxGkiCsfWkCx+mufmF2xtplC60j6u2YW/XNcgYkSUyfUtTa1afW6pLiY7tvbglJ4HhX37fbQy6YPtUxkc7egcKcDLr/hhCyjsJYMH1KW3f/uEJpsVgsZsuIfIIhX+sQfUcY0kEIOd2TTyoRrV9RvX5FdYus96Pdhzp6Bp65/y5Pku3sHSzJz6a7xwihkrxMV1bZIRYKstNT/vr+53csnluYnZGZmuQYpq27z+m19TbTjp7+otxM2sWAEMpOSxby+UOj8oyURORCIxqGy+4Yy6msF641MdweNyP6eA1pXF0lWyMZwiCE6AksCCGJSCjg8yZUalnfoOdl8URKKwwVzbdTtgyNjr+1da9IKHhu83p61gZJECaz2S6YyWzmkC6HQrjCDJtZAgAAMGKhKIVG53P0/5+99w6yJDnzw7Lqee99ez/txs/smN2F3QWwB7PAHsAzOJ6O4h0P1J0ohqjghXhSSEFJDClIhkRK4pECQzoH4G4Xu1iswS7WzI63Pe2979f9Xj/vXz1TVfoju3Oys8x73TO7WID1i4mJflWZn/8ys7KyMlPF8nszK50eRyRbgFfi+eL5rpZur1O+YjNQZhkUKFCgQMHh4HU5Utl8pVrVabUAgN72EHxquj+9ILOJYzga97kf7Rh/4ljP5dOST5sIZoMe+9tQKJWz+WI6m/8Q20jy2f2zGwAA6NERR6FYNhrIbREr1eq/+A8/NBn0QY8LUCCezuAb2gv5SkkoTwcAABcjSKG3PfRf/963/8v/+d+ms59BB/vJkC2VGZPhiBsf/pO/9+0Pb4//f6++w3Lc7774PL4jAISUbQ/LtFBiCIMbDTpkQ1Ef7d2SNruwlqhb5cMD4nFsKM8CCSkvhlr9aPRFUxTP84fVpaErEWQS7Wi3EK7cnXjl3atf/9ylz184hTaGMBsNLMcVy4wJUyeVydutFnEqEuB5/ggTEwoUKFDwnxRUNH22M3Tk6jq1+gtD3UatZnE3Ca8kC6Xex1gZgUOZZVCgQIECBYeDw2pu9Xtujc99RvD8BqR3ofvwzvjJwZ7D8oqns20BL/w7kc6GfG6bxeyyW//wN752CIFtlmQ6S1y8P71kNRnRWvp3rt+LJtIyfKWIy9OB0Gk01Vpdq1EDAKLx1G4yje+UaTLqdRpNuVLFJyekyDpsluTko7USxXIFvQCHUKloFnuZXKvV0Rf1GrX6uctnnrt8ZmJ+5d/85av/x3/7R8RnGlK2bciUgNNmSWAG53mQzOScdqtMFYjmzQ4k3NpMeBxWnSOwOGyUHlaXhq78uPHTD2/dn1r40z/8LrHMgaapzpCCYvpBAAAgAElEQVR/fnUTfhICMbeyMSq9NawoanX24zhGRIECBQp+4bixtDkQcLvMe8v9bi5v9fqcHospUSjdXtkqV+sUBU62Bbq9Tp7nfza93Oa0TYV3L/S0povluUiCAsBnNV/sadVp1BzPvzu9/KWRXgBAPF+8sxIu1+o0BfoDnuGQF1Z3m42byQwPgNtsvNzXrqYfvfkw6TQmnYbBNl/IlJh4vjgd3uUBcJmN/X6Xij7iNo7K7o8KFChQoODQ+PaXP/O3b195MLOIroSj8dffv3lqsJcoWWfZrUjs3/3wp/FU9svPnAeHxE8/uMVxHAAgmkg9mF08PtA92NO+ubM7PrcMC2xF45ONTrzr62yNxFOL62H4c251czMS06hVpTID9zAolpnrD6bl+eJ3TQZ9Jr+3vFCeDoTTbs3ul2c57s9+9MbdyXn4k+f5t67eMRn0fveBFRBSZPs6W8O7CbT9/ge3HxLvsc1GI0VTs8t7O2Xcm1oI+twAgJml9beu3oFKtQa8tVodrmzHdZGybUOmBPo7W2LJ9NzqJvx59f6E3WJ22xsfAylvdgKibm0mPA6rDoFmWBw2Sg+li6grC6Xy9OJa81o8DlLZ/Ie3H/7T3/8N0S8pPnv+xI/fvZYr7O3dODa7tLy5c17sFBUZpLN5VxPTUgoUKFDwSweX2TC7s7cZNlOrbyQzTpOhxrIfzq1d7Gn79bNDXxntG9vYSZcYjuejmXyqWH7pzJDbbFzcTX7r9OB3zg23OK3JYhkAwHI8/KNaZz+YW3uqu/XXzw599cTARiKzFk9zPB/J5M067bfODL10ZoimqOkw+QkhjmKlWq7WkoVSh8fR4bYn8sU3JhY56T2q5aGsZVCgQIECBYfGUG/HH/7G137w5gd//tq7boetWGaq1dpLX3r24skhWMBqMn7/5be+//JbapXKabeePNbz3e990bj/clKnUeu05BZxorCYDP/N//bvHVbzbjLzGy98Dn5z8UffffH7L7/9yrvXKAAKpfLvfvNLsLBWoxGddDfotL//7Rf+3Q9ed9gslWpNp9X8/W+/cHqo7/b47D/5X//M7bClsvmBrlZ8hbYoX51WQ9M0AODSqeF/8e9/kCuU/vA3viZPB6K7Nbi8sQ0/tg/53P/o737rz19794dvfmCzmlOZnMNq+aPvvkgflFyKrEGn/c9//Sv/51//xGmzlJmq0aD7h7/1DbwiTVN/9xvP/d8/eN1uNTOVqlql+sf/2UsAgI6Q//1bY3/80R2nzZpIZb753NNwbQWui1GvE7VtQ6YQGrVao1EDAHRa7R/8na9+/2/fspiN9TrLcdz3fvPrcFG9lI9kzC6sBR2hU6uFbpVSgYgHKXWQi5EuhGoAACkWuJAyYhC6aDRqjVotGqJSRERdeXt89v999Wd/9j/+Yw32OYZMoh3tFkQinc3kC9/7H/53/OLJwd4//u6LAIALJ4d2k+k/+Zf/T8jnLjGVSrX2x999kViYoNNqtGq1zJXlze3DTkwoUKBAwS8Fur2uh5vRSp3VqVUL0US316mi6a1EJmC3OE0GAIBRq+lwO3bSOWvAzQNwrqtFraJ5oGY5PpottLlswo8adjJ5v83sthgBAFq16nirbyGabHPZaIoaCOytCuz0OJb2v4wQhUGr+fqpY879T/9anbZ3ppfX4umjbdNAXbt29fLlp49QU4ECBQoUKEhl85lcwajX+dwOimp2zTb6fEAe/+C//9f/6k++V63ViiXG5z5wlh7P8/FUlud5j9OO1opXazWtYH97BI7jY8m0TqvBtz9I5wqFYsnvcapVKpbl1GqVDF+cPs/zTLVm0Gll6CAsb2z/+Wvv/rPv/TYuXjKT+1/+7K//2fd+2245cOwfDimyHMfFkhmNRo2/7/39P/1X/+ZP/wg+H1Zr9Xgqo1GrPE477pdcoVQolT1OG/4sSugialsppjhq9bpapUbceJ6PJTNqtcpps6KLMj6ScTdRC/8p6lYpFXCIqoMoE7oQP0VZCFVrJkqPrAvhykq19k//5X/413/yPVwAmUQ72q3mUa5Ud+MprVYT8DiFLYOQBX5lY2f33/7la//Tf/X3Hl8MBQoUKPgU4vbKlkWvGwx5X74386WRHoteN7MdG9+K6h91zfzpjlCr0/rXt6e+e3Hv69REoXR/bTvPVAcC7qGQl6aoGsv9zb3p33pqdGY7xtTqpzuCsGS6xFxbWH/heN8P7kz99oW96juZ/OxO7AuD5CJBplZ/5cHsbz01KpRzfDPK8dyp9uBhFZybm1WabwUKFChQcHQ4bRan7XD7ugEADvXwYLeYhc/hFEUJV2vLTDEAAGia8nvI+XiH1eyw7hEnpgaEfHH6FEWhx3J5OgCAnvbQudFj//z/+sv/4rdfRGK77NbR/i6ZKQYZsjRN47rwPLgzMetx2tAraK1GLbqpgdVstO5/Cyqli6hthUyF0Bx8O01RlO/gZyCgkY+AhLuJWvhPUbdKqYBDVB1EmdCF+CnKQqhaM1F6ZF0IV5aZyoUTgwJekol2tFvNw6DTdrT4m2eBrtyfXvzRWx/+/W+/oEwxKFCg4FcVx4Le92dXbAadzai36HUAAINW0+m2X+xpw4uxHIdP0rrNxi+N9BYr1VvLWzWWO9UeQLcMWk0aO2yCqdYMza0YxZEtMTWOc2M9S7VeN2LDg0NB2ZdBgQIFChR8SqFWq1Sf7J52Hx/fX/vsU3/wd75KHJTwO9947okQ/4ufvPvujQd/IDgL85cLvyh3/2ogmkh9/fOXftFSPAGEfK7/7h9+t6/jcMeLKlCgQMEvEWwGnUmnvbmyNRjcO4rYbzNvJrMFpgp/RjL5av3AqcCRbH4zmQUAmHTaDo8jWz5wgKXfZg6nsqVqDQDAAzAfSYQch97ahuX592dX0GxFnqmsxNMh+6HfJEEo88QKFChQoOBTin/+j34PHpb5q8FX/sSEx8GTmq34xeIX5e5fDQx0tTUu9MuAgOfJHKKmQIECBZ9mDAY9d1bDLftzAUat5lxXyxsTCzajnqnVtSrVF4a6KIpGR0JY9LqP5tfvroX1GjVTq392oBMAQFMAFjBqNWc7Q2+ML9iM+gJTcVtMcDsG/EQJFUWJ7oukoilYzGkyXOhu+/n0skGroQDIV6pnOoIO6cOn5aHsy6BAgQIFChQoUKBAgQIFChR8cqixnEZ14LGf4/k8U9GqVOh7B5bj8KmBUrXGcrxZr0UL//ACsLpBo9Huf2JJVCd+ItQ5Ds1H8DyfYyoAAIteRze93xYBZV8GBQoUKFCgQIECBQoUKFCg4BMFMcUAAKApymbQ41eISQGjYLcFvEDD6lJnPOFLHigBkaNB2ZdBgQIFChQoUKBAgQIFChQoUPBkoMwyKFCgQIECBQoUKFCgQIECBQqeDJRZBgUKFChQoECBAgUKFChQoEDBk4Eyy6BAwS8GLMv9okX4hLCyE+O4PWX/09FagQIFChQoUKBAgYL/NNHs7o+lSnUnlYnn8ky1Vq2zeq3arNf57Da/3aYWbFxBoFqvT62FaYpyWkzt2DleuVKZqda8dutKJJbOF+FFmqaOd7WpaBrdJahFUpn5rYhBqz3V265VqwEAPM/PbGzHs3m72TjS0aJWqZhqLVMo+Z02AEClVkvliwGnHYrB87xJr+tvDdAUBSvGMjmX1Tza2UpRFCoDAPA5rK0el5CdDCBfo15brdXdNgvUPZHNB10OIS9RyXOlcq3OuqxmRHMtGu/0e4SC4XxXI/GugAcAUCgzRabic9jwi6JY301o1KqQy4GsylRrnX4P7jIAgNWo7wn6qEb7ixLUVnZiLR6nTiNiLimbE+GB9DXqtP0tAVWjGPvkQUjI8hwhsLwKdxdWNWrVye72cCK1GI46LebjXa0URRWZyuTaFs+D0c4Ws0EPAChVqvFMDloG//vTCSISAADRVPbW3HI0nT3T16nTqO8vrWk16pPd7URFPGc/McQz+a1E6lTPI2EOle8ySGTzU+vhkc4Wt5U8ZFi0KcAhtOGTQkPWTwREY/Ipx8pOrDvo3fs7EusOeH+x8oCPMwA+PsofB5dmAong9cko+Jj4FAr5ac5ZaK5anSWMdlgzNiwv2mULB2nCkjWWFQ44RXs0mUFvrb5HRHRYKBxSCiUXjrEPBWFveFiIDrxlhH/MYd4TzKMnYsDmQcQG/Om0mvBBvs9hkxrzE48D1RqLd2GtHqfUWBSREo4EGj6FifpRhA7Wn65GYl0H+1Ooqd1sxNXf2E20+9xHePaRepoA2JNLQ882HIEDbOA9t7lTZCoAAJvJ2BvyHd7zJIRJJ9rgNAShBQCgwaMEU5lY2+I4/kR3m0mvkyderdcj6WwsmytVqrAdNmi1Xpsl4LCLPuURaJzVpUr1/vL6z8amJta3dlKZVKFYYJhErrAeS95ZXH17bGopssvxvAyFRLawFU+aDLrNePKHH91BLzPvLazdmF0CABh1WqvJMLUeNhv0FoMBnpmB7uLIFktXJuYH20I2k+GVa/fhxZev3WOqtaH2kFql+uGVOyzHpfLFxe0ovJsulJa2d5EYdrOxVKm+fmsMVRzpaK3V2bfuTeJl7GajUacTZScDyDeazr568wHMilypvLi9K8pLVPJoOvvOg2lEMJLKvPtgWigYwXd8ZYOp1gAAc5s79xbX4MU78ysyosL5CPSzyFTyZQb9hOxsJkMsk397X9rmqa1G4+lCUbSklM2J8MCd9cqNxpZ/IliNxHaSGZbjwolUw8KEhEKBZVRgqrVkrnCyuz2Ry9+eWzne1VZn2SuT8yzH/fjG/aDL0epxvHrzQZ1ld5KZl6/dm1jbAgDgfxMyE7I1qYIUUHVR4vIgIiFbLH0wMffFU8NOi+nla/cAAOcHurfiKbS0AQHP2U8GdZZ9b3wGf6psPt8bWub98dnh9pYPxueEt0SbAhyEDZ8gGrJuEvLqE43J0XC0IDxC5G/GkwvhKABgYSuyGUs2WesIqdE8Pr4AkKf8mO1Gk1yaRzOBRPBCPw/loI/Vm0J8fP49MqCphXZ4UiHxOIDmEhrtsGZsWF60yxYO0oQlRQecoj2azKAXlRcdFgqHlELJhWNsHPKuFPaGR4CoHWSEf8xhnqhDj9ZxiBpQSEGU5hFaDyI24E9ikC8z5iduEV2YzFgUkRKOBBo+hTX5XLMRSyzv7AIAMoXSg+UNUcVx9essC4sd4dlH6mkCf3KRT42GI3CADbx5np9eD0NJLE/i8AXRpBNtcHAIE5nQApaReZTgef61Ww9DLkeb17kSiclIyHLcXDjy9tj0/eX1zXgqkStkS+VErrCVSD1Y2Xh7bGpmc7veaHlyg3mIRK5we3GlUqtLFajW65Pr4e1k+qn+br2GPFoDwWkx94X8fSH/+Mrm9Mb28a5WaBqNWl2t1QNOewCAydWtnqAXzdygu1pssiSRLXQFPD6H1eew9gR9AIDVSNzrsJ7p6wQAeO1WjuMnV7fgy3xRMWCtpZ3dlZ0YquixW+BTOl4GALCyEyPYNQmNSvVgaR0SJ4REvEQlNxl0sUw2msrCeb6bs8vG/XkmXDACHX7P+m5ioDWwFU8xtRoAIF0oOiwmAADP86VKFU1W8TxPURRSFl7BfxK26gn6fnjlNiqJSEE6pUpVp1HjZ6LA626b2WO1VGt1HvA6LCpE7QAkwgPpuxyJQbKIfrla1Ws06E0sz/NFpmI26JF2+oOnvPA8X2AqsF0QaoGodfo9FEUVysz8VqTF7RRaT9RESELip5QKAICdZLrd6wIAGLXarz51UqdRu6zmv716d2M30d8SgLcGWoNr0bhRp/vW5TPvj89CYdDfCFBmwh3lShVXARoH975Ooybch2uKqkPiDV0vY6VEttAtyKCQyxHL5EWXLYgSR74Td1+latBpAQBFpqLXalAtpDVBH1XPFsshl8NmMuDSEvmOBx4AAEWXqGVwaNVqm8mgFhwXJJoCRHjDkuVKVa/VyHMRWgOKJ6q+VPYhIsLkkrKwaNQBscakmdzERUWNBhGE8r4Whq4MZcKGTw/3/fWHt9u9rjsLq7/52afkzYv+QAEgJCv0JlEGF0xKKqEAAACW4+DLhHK1SrzBw+nIpIyU2SEI64nWasYLoqZomI/EdaKTknIEkhwlC4RUiIraUCaen2DjQ/ia6D1ldMQ1FdIh81dMJHkXIFMLo1oqJJqxVUOPS40igHRgiELYx+Gma8YXCESXvRZNCAdpJ3vahSWbkRM0GvQC6WEhMaQUQnQQJdM2EuZFvSHRUDcZ8/KQEV44RpIZoYnmvpSaTY5eZAyINwuwrmizf1hGMsAH+TvJjMyYH79FdGGxTF5mLAokRgLNPIU181xzebjvRx/d6Qp4P5iY+/yJY00qDnGoZx+ZpwniyUU0NSAajsB7Q3408E7li60el8yTIJFWoo2M/BBUNP1hg4MaWDyRRbUAAMg/SqxF44NtwTavCwBArIvHUanVby4sp/JFmqa6fJ6g0241GrRqVa3O5spMJJ1Z303Mb0cj6ezFgR6jTitFR26WIZrJ3pxfQQ0oTVFBp93vsGnVqpsH35Mn88WPphc+OzLQcI1xm9d5e371eFfr+m6izeuym4xzWzvHu9qIYlJ327yua9MLPA9OdLfBRjCSynT5H00Fdfk9V6cXpGYZIKq1eqVai6azeEU09q2xbKlSVdGUTqMRsmsSJ3s6pta3BtuC8CchpIzkvSHfuf7um3PL37x0OpbJwaGDUDAAwDv3p071dHjsFlj39vzKQGugznEOs6lQZtaiiU6/J19i3rg77rFZEtn8i5fO6DTqua3I+Mqmy2IKuR0AgEyh9MbdcZ/dFkllTnQf8EKRqcQyuWgqC5dIJbL5d8emHWZTtV7/+oVTc1uRidVNr80aSWW++tQJVOXVGw++9fSZY63BnVTm6tSCQadt8zhRqyRqBxwoPNAVjuMq1RrqUea2ImNL6z6HLZbJPX962G2z5MvMm3cnXBZzulAcbAtOroVdFtPzZ0YQhVyp/OadCa/dmiuVnx7uI7TAqUXTWaNOtxFLzG9FugNei0GPF5byNSEh8VP0Sr5cgS0LakYzhZJJr0vmix7b3gJ7r80SSWV7j/mr9b05vpDbgf5GmNnYNup0TK2Gu2NseQOq4LZZkHFeevrs/L73W70uvHytzuKa3ltcg9WLTMWo03lsFjyKViIxmboCh4pkkEGnzZXLfiCSpERcURSFfPfipdNEPK9EYpNrWx6bJZLM2EwGo04XTWefPzOs02hwrel9yxPVx1c2F7YjRp0WxadQ2p/cGvv6hVMURX04MWfQadeiCRhd0OxWo2SE0DT16s0Hnz1O9rKiKXBnYbXL7/HarVPrYavRAAC4Pbey4UzuZrIvnD3OcpwoF2FKQudeHOoVVV+UNU6kN+QnkmtuKyJq4WgqK4w6ngdEY9IwN/ECLz19djuRRo1GvszgQcjUaqKSAB6Ihi4R+ThlYrCrVqmeGuj+/s+ufvHUED7cJ8z77oPp070dBp323bHpFy+ehgGgUauEZAlvqmgaL4OrfH6g+/r0oqhUwnDNlcrvjc24beal7d3ffe5pvORWPIVY9LX48ZQhtBA1O4qQR9azWoiOA6VnM16AhVF3UGc5UXaisgFBr0TY4eHKhkyyICKiDWO1zoraULTwk218cB/ptZp7C2tbsRRkZDMZCeJv35v8xsVTu+ncg6W1r5w7fm16cbijxWkxEXTO9HUS+SsqkttqkfI4YWphVKM0JHrDBg21BDuhDXEiNpNRPjBEQfB6HWux+1r812eW0C3RfBF99EVdtugg7SRoF5aUFxJCftALITUsJIaU4OAIEAcaRBFmRNktOrBBvaFRr4P9yPNnRpqMeeFXgQSEwhNAZhRyxLuk5UiMyH0giJZDjV5QyIkaEKbD5NomiiidRhNw2olmHxY7AqOGIMb8UrekujA8OPHyDcfhEMJwbea5RqtWj3a2vX7rocWgd1rMUlFarlZT+SIAAH9X3+Szjwx3IHhywSF8vmg8Ag89GnjvprML4chGLAEAeHZ0wH/wMZOIQ9FGpuEQVKrBwZ9i7GYjjHD0gRuhBQBA/lEins1r1Oof33hAUeDisR7R5+Vanf1oZiFfZtwW89neTnwSQaWl9VqN12bpD/rHVjci6eyV6fnPjRyTCiTJSYECw9xdXENudlnMZ3o6zHodAKAieNQBABSYyu3F1acH++SbW6NOV6vXAQDT6+FnRweMWu2Pb9wXNrhSdzVq1e984dLs5s7L1+4NtodO9bTDF7OogE6rFn0zDzG1Hl7a3lWr6M+fHJzb3BFdfLGyEysyFZ1G/fzpESE7AMDE6lbtoAUoihrtbNWoVdgV8Lnjg+89nL041AMAKFUqQl5SkpsNOmNJG8/kb8wufeHE0DsPpoSCAQDwwbrdbMwUirFMzmu3+h229d3ERizxlbOjt+ZWvnhyyG2zrEXj0+vh070dHMd1+NwXB3um18MAgIcrG185O+q0mKfXw8RnL8lcYXE7WmKq8KfZoP/Os+dVNP3Og6kSU+E4bqA1cLK7fSOWXAxHDTptKl+8u7D6wrnjBq0WVh9qD53obsPJIjvMbe5MrG3RFPXNS6dxpig8AADTG+FoOltn2QvHelABjuN6Q77zA91FpnJlcv6Fc8fHltafOzXstJjuL66tReNQO5zm2NLGF08Pua2WWp1lOY7QAqfW6nFyPHe2r5PluE6/h6nW8MJGwXsVQkKhwKIqAADqLEtj45JssfTWvYmvPnVyZn1bs99JaNSqOseCRuB4nuM5wh1IhY8m55FxNnYTuPfx8iOdrbimqPrk2hbHcw+W1/Eo0mnUMnUJ8UQzSE3T9bq4aoQiRaaKfAcAEEpyrDVwvKttfiuSLhQvHOuJZXIzG9uAB7jWqC0mqh/vbtWoVfgoUyhtq8cF9zdJ5grH2oIouqDZiaRAEcJUa+lCyWe3CreVEW0KOI6HacJxPMfxAICTPe0jHS2pfGFseePSUK8oF2FKQvEIpyP1RbMPJ1IoM0RycRwnamGH2SSMugJTIRqTJnJzHRc1WyyjRqPEVPAglJLkfH+3aOgSRsApC6Mu4LLny0zAZQcA8DxfqdUpiiLM+8xI/2u3xrRq9WdGB1AAJHMiZAlvZgoHWkJc5bGldRmpiHDNl5nnTg+7rOY6ywGeR3LqNGq8sb06uYCnDKGFqNlRhCDrXZmcJzoOlJ7NeAEAgHcHUgEplT5Er0TYQT5ZfI69jBNtGIuVKm7DRy4TLfxEGx/cR7Mb24PtwUfNdX8XQdzvsIUTqa14KpErAAB2M7lnLCYhHcKGhTIjKtKzIwNSHidMLYxqlIZEbyhvKyl28l3J2f4u0cAQpgYOgtejFjtfXNmJ4bdQFdHBCQTRZcsML6U6dxnID3ohpDgSQ0pwcASIAw2iCDPKD2xQbzi9HkYNdZMx/+zIgLziQuEf2eSgGYUc8S7JYTYRuS+jZjOjFxRyogaE6YBHVH+LX9jsw2JHYCTE1Hp4J5UxarVfu3ASCMb8OIhbeBcmtCpRXnQQIoQwXJt5rgEAHO9qvT2//LtfvAyko3Q7kaHAGthfJQrR5LMPhNTTBPHkggN6Fu864fUmR+BWo+FLZ0Z8DhtTrb1y/f5vfe4CfpeIQ9FGpuEQVCr98aeYSq0GI5zQDmkBAGBZTkYRplaLZXJfv3CyVmdfvn7vNz/zFC1YbnN3eS1fZgIO2/m+LqnFOHqt5kJ/98O1zbXdxK2FlWeH+2mx+VbJWYbJ9XCN3ZPMZ7de7O+haYoHIJHNJ/MF0SrxbH4rkWrDFnIIkS2WzQY9y3Jr0XiBqQAAdtPZfJnBv3KRv0vT9HBHy3BHyw+u3B5qD1mN+myxjEbz2ULZZjIQmqKZ5pGOlhPdbe/cn2pxOzdjqVypLJxjG2gNPDPSL8VOp1EHnDbiQxSKAsItMIMuu0pFb8VSAACTXi/kJSo5/PviYM9rN8c8NovF+EhxQjACJr1+ZmO7K+D12a3vj89WanWdRpMrleF3E06LaS2618u6se1V8mXGYTYBAPRaTblyIC3bvK7LQ30AgLfuTmQKpXyZuT6zaNBqo+ns+f5uAACcM9Np1DWWMwAwt7lj0Grs5r0p29HOliuTCz/86M5nsDk/ZIdjbcFjbcG37k1WDz5twvCAfw+3t4jq67SYIfdqrQ4AyJbKV6fmAaBYjnOYjbh2ELlSGeqoUaui8SyhBUENRzybxwsL56JxCXeSGaHAUirgqbi0HX2wvPHVp05aDHq9VlOq7nmhVKnC+ZomgbsDXcSN0+Z1FZkKsg9entCUCGYiirx2i0xdEWUFGcQdXO4oowjuO1FJ4NJNvVYDJ7n1Wk2tzpYqVVxrKUVEuRPSDne0wK6uO+gDB3MHSEfIg6X1z44OLG5HZza2oTod+9sOiTYFBCiK0qpVAACH2VRgGCkuQstD8QinY4YVyb5kroCImDp0PrsNHEwHUQuLOkvYmDTMTULUdq8LNRpmwaSeqCRSoStD2S+YuX/v4cw3L51+/+HMNy6ejqSys5vbFEX1BLw355YRZbvZ6HfYMsUSvj2VaCtHgCiDC3ZxsGduMyJVnQhXl9W8EI70twTShaJep0VyfnZ0AGdBpIxoekpFiBTrw3oBHOwOpNhJBTYRSIQwxAsTIll8gJzXw0PUYTbhNhQq/vE1PriPgKC5Joif6eu4u7BartTafa6N3YRbOuRwG5o6dNDgwmyVcgFhal7AAqWh0MUytpJiJ9+VSAWG0E04CF5BlwO22D0B71YiRXR/ojbEqRFdtswgDS8ZSR34LF+0d5Mf1jbDER9SyhlkfxAl1TY2HNigeGsy5jHFD9DB7SAlPGFwIUeZEZqoOocavcgbcE/C/TFAz/7386LxcwRGQox0HLCGzJifuIV3YUBs5ImXb2YQIgxXeL3hcw2EzWSU+gwQoifohfLUWfb12+PoevPPPlJPE8STC14FetKWVHwAACAASURBVBbvOmmabn4E3uLZe7bVazXwu1Q8wok4bCZIhGaRSn+8ga3URN6j41pACWUU0Ws0nV0eFU2rtHTAac8USzDLELaT6Wg6azMazvVKTjFAUBR1srOtwFTi2fx6LNHlE9k/WHyWIV0oRdJZ+LdOoz7f20XTVJGp3FlcTRdLolUg5rZ2ZGYZeJ6/Pb98urdjYTv61EA3nN5b3I5Or4fx+WCZuw+XNzr8bmhutUoFAN/XEvjZ/cmeoBf6++7i6onuNrNej3YfTOYKaG0VAMBqNHQFvPcX13qDviuTc3A3VJ7np9fDI52PFtJIsQMACN9PSuFzJ479x59dG+oIifISlRx2hFajoSvgGRXII4NOv/tn96eeGelX0XQim4cf7ViNhlSu6LFbkrnio49/KABgB8ADq9GQyhddVnOhXJHazoSp1rRq1cOVjZcun9WoVW/cGRctdmmot15nr88sPj3cDwCo1tnPnThWq7M/uTWGFividgAAFJmK+uCeDjA85DVN5gu9wAenNgEANqNhsC0EW7rp9TAQ9O9WoyGdL8LVU0ItCGrQMnB6taHKR4Zuv2/eSWaWdmLfeeYcjIEWt+Pe4lpfyA8AWN6JCQ9iaBJIBdw4AIBYJie0DxBoiqpDiEeRdF2AvR8iMgiSrbOs8ENZUeC+aygJAqF1k4oIpQWA12k0NEWNrWx8/amTi9tRwnpSEVJjWZ1W84WTQ2/dm9xOpH/3ucvolmhToFHRcAhVrdc1ahoAbbZYAgCk8kWLwSDFReQ6Jae+aPYRRITp0DyEjUnD3CREZao11Gh8+exoM187S4WuDGV87TQAYC0atxoMfS3+zXgSbmoddNkBAK/ffohTzpeZeDZv1GnhkjFYV7SVI7xJlMEFk5LqUeOMhWs6X1Sr6Kn18HOnhmmKCrrswf03Vzgdt9WCp4xoekpFCLJek4km5QVwsDuQYicV2EQgEcJwHCeTLET7Q4CwobxST7bxwcNgoDUg5IUTtxoNuWJZr9N2+b1v3p148eJpUTovPX22yU5KrknETF2sVAgWKA3lGRG2OnILDCEatELPSgUzTVEPVza+duFkrlTGb8WzeUhBNG1FITpIExaTGXAiyA965Tmi+RE0pJQSGB9ESbWNjWNmPzMO2w7I26Gh8KIc8S6JaFqpKgX4xxq9CCEcheo0ahRR81sRIBE/h2X0BEF0YfKP90BiEEKUEYYrml6Xf655TF2af/aRf5oA+08upf21UMizeNd5qBH4vcW1vpAPfvxSrlaJyUQiDo8WJFINDt7AEhEu1KKhIm1e19L2Lpz/zRbLwu1vZsMRAMCJzraGJ0hCeU50tr03MTsfjnR63cI5VvGhZDiZRn/3h/watarGstfmlhru6FtgKpliyX7wGySNSjW9Ht5JZViWG+5oaXE7f3Jr7IunhuHdnqDv4fLGhWM9KhUN5Vvajgrvwp8dfvcbdybcVnOBqbitZp1Go9NoBtuCf/H+TbfNksoXegI+uKWTQat9+do9nUaTLZa+8+x5AABNU3BW5nRvxw+v3B7pbOkN+f/i/RsuqyWRzcO13EhUAECr2znYHiTYyasPWdAUBUcwBq324mBPgWE8douQl81kEEq+vLML68LZOLD3tEMKdmmo9+djMye62lAP2un3BJx2qGDQ5YBnWJ7u6fjpnYduqyWRK3zr8hkAAJLNbbV8ODn3lbOjb9wZd1stmWLppctnhC7jOK7N6zLqdT1B3+u3Hxp12lgmT9MUokNTFPo52B766e3xdL7osJgWw9HF7ahKRcMNICCQHTw2a7pQHOlo0WrUwvDAnSXEwlYkWyglcoXnTw8DAE71dvzk1pjXZk3kCv0tfuGnQad62396e9xrt2SL5cG2IK4FQS2aztIUbdRpo+ncTjJNqPzug+mRzpaA0477mnC9MBhEVXBbzWvReHfQuxCOJLL5H129CwBwmIzPnxnRqtWv3RyjKcqo18LVvzT1iA7+N7pCUzThDqQCbpwXL506UAwrT2iKqkPiRBSt7IeoaF0YV30tfiheh88NA6xQZtw2y95eALlCu89NBDCRO5A47ruXnj4rJ8mjP2hCazSPS1QvMhUYAwjC5gUAMNgWnFzb0mrUiAtiROiO6Jzu6XjjzrjXbs0WyyG34/VbD1E3I9oU9LX4X7s55nPY4BWaol6+vhbP5uPZ/K+dP76dzIhykUpJKfVFsw8n4rSYiOQSD5i9eBM4q6edaEyayM0Doi6Fd1GjQQShlCRSoStDmQi82/MrsG18ZqT/x9fvo4WIBOWrUwtfPDmk12neujv5rctnIHfRVo7w5uzGDl4GF6w74NmKp4jqYL9xfuHscTxctxOpt+9Nee2WK9n8F08N4R/64mIMtYfwlBFNzxfOHReNEGQ9YceBhX1jLxDdgVRASqUPEUheuxUXhqlWZZKFqdZh+yMaom1ep6gNxeP5iTY+uI8IRkCspw66HUadNuR2qFU0+gyEoEPY0GU1i4ok0yYQpp7d3CGiWqo3lLdVky0w0ZVItWwwaD87egzvWR6liSCYRztbx1c3tWo1IQbqm3AF8dZA2GWLDtKEJS1GvXDAqVGpptbC4UQa2ll0WIsGvYim/LAQDSkBALjkooMoqbZRNO9oioZ/491ckzEvbwfhePhReyIwOMFxaTuKd0katQrPfa26+OHk3Ghn65FHL4iv+Ch0XzsUUaLNfjOMiE6HiA272aiiacIawjG/1K3NeBLvwj5z/BhhVSEp4SAEQuYpzGOzNPNcA4Ee+MWHeZimFEWpDgZew2cfeFf+aQI9uRSZqtCzCM2MwMH+wLu/xf/GnXGnxZzMFeA8CP5QQKSV6Nig4RBUqsHBG9hvXT4DIxydCCvUwm2zyDxKBJz28ZXNN+6M11jWZTFdnVrEfZQvM7lS2WUxwzVNPM+v7iYSubxGper0uR1mE8txS5FYpljSazQ9Aa9Zr7Ma9H67NZLOpgsl5/7HfQjUtWtXL19+mrj6/uRcZn/NwldOjxi02oXt6PTmNrK4w2zKFEvCMzYAAMNtof6QX3gdB8dx+Hcg8CfH8zDIRO/i1bPFskGrwc+e4Hk+X2bMBj3+gqJSq1XrLP6K/hGL/T94ns+VGLNeJ3NUr5CdnGo8Tx/cFFqel1ByYh0Oqk4yEpgFXcFvEXss8/tb5QMA6iwLXy+LbsIsRKVWpwBQq2iapnE6HM9D+YjdsFmWq7Gs8NEC2sGk18qfBCuq+PR6WKtRt7qdOq0Gv1soM2hCTjiXhuuIa0FQwzcT5nmepmm88PjKZpvXia8sIiQUCizlOwDAK9fvf+nMiOge2vBIF/xlMk6HoIm2ZQaYO6AuUAVkHLyYsDyuKbIARVHCLeIb1oVxhWv0wfjc+YEuqGyuVH5/fPbFi6dFAhgLJFwRIoBlJAFY8COtcRYENaEMQJDvd+ZXAk57m9eFs0OhQuiOI19iTAYdTVFCLsKmgOO4YqVqxgTG5ZfiIpWSUuoDsexDRGY3d4jkkrIwDAzRqBM2JvK5SYiKNxp4EMr4WjR0hTGAKJP9i3Ry4ZSJvgMFgGgrR3hTWAYJJtVIChvnV288eOH8ca1aHc/kZze3nx098C00YTfcC1LpKZUg0HqirmzSC3g7Ix+QUoEtk/VC8xLEkemEYfOTm2OiNpRpRZ9g44N8JFpXqqcWdiJEzCAbQoJSIsl4XHhAgzANpVwsZasm2QkFFg0M6FNhzyIVzFKBh8o30xrgMguHl8KSwgEnDvlBL0FTflgIi4l2XgSk2kbRvIMEiX6k+ZiXsYPoeFjKjDhH4XiPyH3o0McZvchYDxcbNRGiCdKQEdjvkqSw59NGIsnUPSwd0ecR+aew5p9rZMJDKCFOqplnH6EWDZ8mDgXhCBwXJlssI3bEQwERh6KdezNDUNEGh4guvlFEiSqCmzRfZrRqlU5DtoEr0dj42tZIe0tf0AcAGFvZWIsl3FYzU62XKpUvHB98uLYZz+Z9dmu2VOY4/vmTw1q1anU3/nB1U/j4Pzc3S127du3y5cvgIH56bwJuR6lRq7529gQA4OrMYjyXh3d1Gs2vnRmt1tnpjfBajPy2pNvvOdEpvrGNAgWPiZmNba1a3Rs6cJZMtlg+2hI1UWpSWI3Euh7vNGkchTKzEUsOtcutHvyVAb612+TaVk/QJ3PszacKt+aWd9PZb1w83bjoLz8OlQ4KPmHcX1yLpDIuqyWcSD010C26n4ICeSg2VKDglwhKl6Tg04wn+1DwKcH05vbCdvTiQE/AYavUam/cn3Rbzc8O9ddYNlMsqWj6w6n5Lp/nZFdbkanUOc5mNAAA4tn81dnFbr/3xMGvXebmZtWiU0Vo30e07gVdQdCqVae621me34wn8esViT1aAAALW5H+1gAAoFSppnIFtJfGSiTW5fewHBdOpDt87lKlms4X8XUmRaaSLZbRtzSQzlo0nsw92ofS77T5HTZEQUgfTpKtRuLhRAoAMNQech3cjYy4xXHc+OoWx3FqlarT78GfY5EiAAC8WJvX5bSY6iwLxYAFwomU22oRvq2SkeRXGB9OzAmP92sefSG/MGJfvz323c9fapJCJJXJFcvQfaLUpHC01gRnh8Ns0Dc/xSBF5MmiSS5HEAY/nkPmizs8Nj4ZlXFeVpNByLEv5H9qoMH2YwQeM8KfFFYisXS+CACgKGqwPWjQaussO7G6lS8x7T4X+i4Av9hMOnwcfvlkLEY0y/hPqZYfAEDT1ImuNqZWF+1QMoXS1Hq4zrL9LYGgyy6s2PBtQ/M409dZKDMFpnKmt6PJhXUKCCg2VKDglwiHGqEpUPAJ41dvigEAAPeMg3sqFytVAABcl6RRqTxWC9xOAV7B12LDfX9rYgdQio+BtOpHi2nhORz48qdKrfbOw5lkvggAGGkLEY2A1OYFKzuxV2+Owe0xE9n8Dz+6gw41eLC0XmPZQrkyvrIJ775y4z6HfY7x3sOZxe0oQceo01pNht1MLlssW00Gg1aLUxDSBwC8dW9yNRrrDfk6/Z43707ghxsJb+VKzMxG2G42GrSa124+SGTzQkUAAKiYXqt5/dZYJJVBYkDMbuzAg2FxyEgixGokJnP304PtZHohHJUvE0llH4eFRq0iVkYlcwW4YKlJKxWZSrZUlqL2xE2NszsCoDxCIs2Y+rBoUtTH1EgGeGwQXKT0beivZgwFeYnq5bKaRRf5y+AxI/xJ4e78qt1stJuNdpNRTasAAD/66K5eqxlqD81u7jxc2YDF8IvTG2GZZYdSoSiPJtuEJuP5cdKTaJbRT5mWH1qPoijRDoWp1l69+aDD5+4L+a9NL8xvRYQVCRmYai1TKBFbNzVEKl9Ax1L6HbaP7/GYZTmZc6AxeYo1iZNom4QoBaTm47OIpiVzENmQqdZSEqdlPRF83PRlwIl9yioEbvDHAc/zokexPilUajU03Hr82Ht8PCm7yYOI4SZz8xcFmYx7HMARGnR6w0bjyeLTEGkfN2p1ts6yPM9XarWq2PNhM3h81x85to/m/U95KjWPx7Q88j5xHc4XwAM7TDotACBXYgAAdY7biCcNWg0AAA4Cy9Xa9v4ejtARGrXI4ER8lsGo25ui4Hgerhfo3H8FBFFgmIn1TQCAXqshPt2UWgv9cGXj2dH+ybUw/Om1W9++PyWuPQA8zz9Y3hsHxzP5jdij5RKIjs9h6wv5PTZLwGXvC/mJ5QBC+pFUplKrfeHkUMBpb/U4f/vzF9FOflK3LAZDT9DX3xq4PNw3u7kjqggqBk9bWWxirCwjSZGpELtdcDx/d3EN/RQWQFGCenr40U6TF9Ef+RJTq7MTq5uIEV6sWq/jzRBsmOosCwBgOa5QZgAAIZejb39tG8/zlVodX9hCbB1KKAIJInnwu/gtoZzTG+Gh9lBDKwmv1FmWEKkhEdFaRDHRWoQp8GIyTiHkwYkgUwvlAQIr4QaUd6uoqBCFMsNiBzIJnYuTJe6KRhdhNCFHnIuovjL+QirjMUmogMuMiyr6t7B8wwhHEPIl5CTyCN0ivCMwsni+AACYas1qMvQEfT1BX3fQq1GrdpJpp8U01B7y2C1fOjMysbIJABC9SKgMycqEopRSULYm2wS8GGExpLV8eiKmohkhBfmWvyfo6wrs7fYs7FDShaLPYWv1OENux3eePd8d8IpWRHjr7sTN2aWFcOSV6/djmVyTEgIAlndi2ZLc0U4AgDrL4sFzBFRq9VdvPmjmwXh5Z7ehPDJYjcQmVjeFFHA1H5PF2P7gQQrQF/Nb0VdvPCg1Fy3QwquRWDPRdQT6TxB/c+0eHPyhqCDCA2ohE1eHUnY1Gl/YihDEH1eHR9Tir98evzW78rfX7iVzhccMjCeCZvLx8QFjGBpTJjeF1j5aU/CYDUjDjHscQKfjrkfSfny++DRE2qFwqJyFePPuxN2FtbfvT71+e/zGzNKPPrpzhBh4TNc33+8IcYSe8XHYffKQ9+ZjWh56X/h2B27WmyuVAQA6jabD60rmCx9Mzr03MTu+tqlVqz02y3os8dHMwgeTc+PrW5V6HQCQZxgAgEGwZh9InTHhs1nRgTTL0ZjHZvFYLcdaAnPhCFZK/BWfX+ygRzhSPNfX9Vcf3jrb1wkAaPO6ypXq/FZEeKoTAGCko3VmPXyiq02jVn04OffMcD/cjVJIRwpC+tuJdG/w0UCWpij0Ukj0Vmn/zRUAYDOWhIeIyAsQy+bhKa/Veh2tX2BqNQDA++OzHV43PHZFlF25Wn3txpjHbknmCie62/v391K+Pbeyk0jfXVgd6WwRLfDjGw++9tRJjVr1Z29++A9e+CzP8y9fv6+i6SYvfvuZc9li+fXbD4Mu+/LO7rm+rmyx/NM7Dz1Wy24m92vnT2QKpatT8z6HjanW3Dbz08P9q5H4R1PzrR5nKl/UqtU84M16fSKbP9XbUWIqJ3vaVyPx6zOLfoetwFT8DtvxrtYf37gfcNrzJaZWrzPV2mu3xtxWcyyTe3q4v9XjXI3Eb8wuGXXaL5wc0mpUuJoalQrdAgDgckL1N3aTzwz335K2EmFYuJ9tLJN7+96k22YplBm4E3IzpiZqEYp4bBZCL1hrZmM7UyhBU1wc7CHkmV4PizoFl8dpMRFElnd28yUm5HYItSC8iWx7fqDnyuSsjFuFokKC5Ur11ZsPfHZbMl94eriPKDbUHiKiBXf9xcEeQh7CaE6LCY8NPJtwLl67RaivlL/wmIlnc/kSM9AawFUw6nS4zDjTV67f/9qFk1q1ejedndnY/tyJQWhSvLzTYpKPcESNMJ3dbCTkFM2jbz97bmM3iXtntLONMDJSUKdRC6MukspEUpkffXQHANDidl4a6k1kC779Q5vR9s6iF/ckPxilyVxBKhQJh9bqLJLNZjLAQG3YJqBiuMVGO1vvL60hree3IlLpiYL8RHfb9elFIiNkINXysxwH23+DVgMnC4Qdis9hyxSK7z6YPtXT7rZZ4BsAvOIHE3OozZ/Z2G71ukY6WgAAp3o6fnpn/JuXTlfrda1aDQCo1usUoFQ0Va7W0CrEUqVaq7PwSz2W5RLZvHP/EIESU6nWWbvZWKuzsFYqXwwnUvAwpnS+qNNq8Ol+YXmTXleuVMvVGtoReieZbvO6fA4bKkNTFF6AKF+rs/uLJPf+IBjhd9F1AECrx5XY/9QRvw4AYFk+mSs4sE2qCabQVrjRKApkCiXcMizHC+viiuO+qNbqgAJSZsHFi6Sy4UTqdG+HVq0mtCOEFNKHCVWuVOGyu1qdpSiQKzEOs7FcqVbqdYfZJHpRtCKur9DXuVLZYTZOrYVDLgeU+cKxHiS8mqbL1Vqrx7UXrvsGr7MssqpWrcaVbSgDf3A6FhHHAxiZSEYFoa8BABzPDbWHBtuC6UJxej2MlspKuYmwiZDmAakO6kVTVKZYclhMLMsJYxsn2zAfhfkl5fc9dTBJ8BiGxlyLxtu8LrTJHC5Vq8fFA77OssikyOmE+vkyAwAIx1Odfo9WrYJCIsmlau0ZDbMw4UFcWgTc3aKZIgyDZnyHgEuL+4JIeSlrC5UCYqlEuEYoMzJpf4sffhyH0yQIkqbAPI63afAPuVCRsGGTOQs/7oakOnxuq9Fg1Gm1GvVgW3B5Z3d9NzHc0dJkQom7XtpcomYX9jtE7sin8KF6RsTOaTFzHLfHq1HLjLuvVmfhPrv7r+4bXIEex+OEqdaQhKjBoSlKlDVMf6Elm+nmCF+g60iYVo/TYTZ5BecN++wWAEAknYH7OJ7qaneYTcl8Qa1Sdfu9FoP+0kDPSjSeKZYcZlNvwKtTq8H+wgqPjaQGAFD93u/9XlsbuVmjTqNe3Y3Dv/NlxmY0WI0Gj81iNxmZWq1Sq5t0utNd7Qadtlytze6fPQEAsBr0g61BIZt7C2tdAa/HbtlJZkx6Hcfz6ULpM6MDb9wdP9YaWNyODrQGanV2fTcx0BrIFsuZYqmvJbC0HaUpKlMst3td6UKpw+cm6FiM+u1kWqtRQ92Yag1RENJfjcSdFpPTYi4ylVdvPJje2C4yFXiuydL2rvCW22r5cGJueSd2Y3bRZ7ee7eukKEooAFOtXZmc34wnp9fDdZa9PNxXrdXvLKww1dpOMrOTzGwn030h//GuVpQnoux2kpmB1sDp3s6h9tDPHkyhz9dDbsdmPPX86ZF7C6uiBSrVGjzvY2J1q8Xt3M3k9Bo1PJuqmYstbufDlY3BtuCpng6vzbqbznYGPMPtLX0tfrfNsrAVMRt0lVr9y2dHj7UF78yvdvk9uVKZpqjPnxgcbAtemZz/7ucvdQe8qXwhlS/qNOqgy5HMF3gefOHU0LG24JXJOaZWG2prOd3b0RvyTa9vV+v1Y63BUz0dfS2B98dnh9pDyXyhyFS+cfGUXqsh1Ay5HegWIWeHzx3L5LLFcm/IL2Ml4kqL21mu1jieV9H0c6eHB9uC6JVjQ1NvxVN4rXuLa7gipUqF0AsAkMoXKUAhUxzvaiOI94f8ok7B5RESSeQKTLXGciJaEFayGPX7BlTLuzVfZggukODdhdVjrcHTvR2DbUGDTpsplvBiJ7rbCLK46493tRHyxLN53EoFhsFjAzElVA65HUJ9pfyFxww0VDiRxlVQq2hcZotRX67WYGsWcNq3E+mgy3Flcv50Xwdc1UXTFF6+3eeWj3Ap0z1YWifkFM0jmqZZjsW90xP0nuxux438KF8OBiGMOqZaa/e6Lw/1DXe0zG9FWI5jajWtWu3dnwKeWt8e6WzZSaWFF2EgESb98tlRqVAkBPA7rEg2AAC0f8M2Afo36HLgFjPpdaOdrUjri0O9UumJGpBYJifMCAjUO+A/VTQNm2Ki5I2ZpVS+sBqNO8xGs0Ev2qGoVaqRzlaaph4srz9c2ewOelmWwyuOdD5q88dXNo93tcLxn4qmIYXr04s+h1WjUr37YDpXKt9fWrebjPB4xdVIbHxls1KrZwqlar2+GomraPrW3PJAa3ArnprZ3E4XitFUJprOwlo7yUw4ke7ye2Y2tjdjyXAi5bSYoAtEy6cLpcnVLaZaW9qJws0pZjd2Iqms12ad39q5v7TOVGsrOzFUYH03gcprVCqHxfTR5HxvyMdy3HsPZ+D2bDijibUtdFev1aDrIbdjbGk9mSuE3I5krohf306mF8NRmqJuzS9bjQaHxRTL5AkhAQCE0abXt5Fllnd2J1a3SpXK0vau02rG644trSPzHvCFilbRNLqLm0VF07h4c5s74UQ6XShaDPormO4atYoQUkh/LRp/uLxZq7Nw79uxpfX5rQgPwM/HZphaPV9mViKxRDYvvMhxHFER13d8ZZPwNQDgzvzqqZ72rXiq3etaDEdhVCxt70LhJ1a37Cbjys6uXqtJF4rI4MlsAVm1N+TDld1NZ2VkgG01y/FofDm2tK7XaqKpDArgIlNBJkrmCqIqZIvlxXCU8DUkXmSqFoN+bjPitJiq9ToRGISbcJtE01nCNXhaFcoMode9xTW1SnVrfnk1EusL+fHYxskmc4WG+SjML2gZoYvbvS48PAAAKIZP9XZAY65FE5FU9v7S2omuNlwqSHNmYxuXB/quy+/ZTqaRDOVKdXlnN10o7mZy+f2mJldikOTZYllYC0qOKwjzF3lQrVLh0kKR8LZidnNHNFOIMECNpKjvYIOTLpQcFhPskZGOsUwO6a7XaomUF7U2GstJhQ1Mpe1k2mEx7aZzyDXZYgmXeW5zB5m0N+QnaMazeYLg2/cmkSnUKhqPPbxNg56VEh63LWHDJnM2Uyx77Va1igYAeO0Wu9lYrFSWtnezxdJqNH6mrzOazjaTUHBHJ8L1eCQT5hI1u7DfIXIHACCTwofqGeEDP2S3GU/ObUbsJmMqX2zYMsOY+dn9qb6Q/8rkPHx2GFvZmN3caXilzevC40Sv1eISoganvyXwcFm8U9BrNXObO0fo5ghfIGsgYS4N9trNRp1g9YFWrd5JZ9KFksdqgafzOMymkNMRcNjgcRU0Rbks5pDL4bNbNSoVACBXKk9ubBt12pH2FmL1QSIRF1/LYDMaWlyO8P4XF/eW12maCjjsQac96LRXa3W0CmBqI4zPZQ21iW9oN7W+ZTMZH65sVKq1seV1+NimUas+f2JQ6rsJeGroaiT+0tNn0S6PBJ2g64RoXQiCPhwsAgBMet13nj1fZ9mXr98/P9Atdau/JdDp93z9wskfXrkz3LE3+BYVoMPn/sbFUzjroNPx3Om9w2bffTBNCCbKzmo0DLW3AHh+LCXyJUumWBYtMNgeeuPOuMdmee7UEGwsnj89rFKpmrwIAHBazPNbEYfZNL8VgW9WPxifM+o0lVodfofi3v8axWUxw4U0cKqMoih05LhBpy1WHi1DMhv23sipaFWuxIx0mAEAapVKrVKlC6VwIg0/ig44916lokcdoZroFiEnAGBmY5vYQ1FYXdRuA62BdKH4Vx/cOtYWxI/5lTc1UYtQRFQvwhRC4qLux/VCdwAAEcdJREFUE3qfICKjhdBK0IDNuFWUS7ZUHu7YExjOguPFhGQJIoQ8a7sJ3EpEbMirLOU1mZgRVSGazhIyIwy2BX9w5c5oZyucZ4QXhToC2QiX4iuUUzSP4GoI3Dvru4mZjR1cAKSgaNShL7AAAMfagis7MZ/DmsP2U2A5jqYog1YrvChlUim/CAXwii1nO4LFcqWyqJtEZYNM5fNaTKS9pphAq8f5tadOEhdFO6xOv6fT71ne2b0+vXS2r1O0IsCOj8XBAwCv8QDwAJzr70I7HM9tRb5ydhR2OncXVk/3dnjt1q14iud5v8OWzBWYWi2SyvqdNlhLq1FrNWqDTms1GiKpzOneDhRRouV/enscDvLQNiKtHqfNZPDYLWu78XP9XQ+W1vECU2th9LPL7wEA9Ib8Szu7TKU2uN8C44z6WwPw7lB7CL+OlCXKQwoXBrvdVkuxUoFbYOBMpYyGW2Zpe/fLZ0cBALFsnqiLm1e40Qq6i5vl4rFeXLwOv1urUddZlgc80n2oPTSxukUIKaQ/u7kDvfnzsek6y/IAHO9q89qt69EEPP79zbsTOptFeHF2s0xUxPUV+prn+ZVIzGkxaVSqqfUwlNmg0yLhe/v9QZc9ms7ygMcNni2WkVUJZYXC4zKInJULAA94PIBxq3b5PaIq3JlfFfoaYjOWqNRqHpulJ+i7u7BKBAbhJtwmV6cWCZq4VG/enSD0Oj/QHXTZOZ4vV2tEbBOmbpiPwvyClhG6mAiP2c0d2IDEsnlkTJibGrWakAplwRlMHuR03ErVGvvMSL9WrXrr3iSK9lqdRZKfG+gS1oIshPmL1F8MR79y7jiSFgKncLK7XTRTiDCAHpHyXdf+XsUISEfcF5NrW/D1DJJT1NqiSglTSZi5NZbFZQ4n0sikQprDHS0EQbzBnF4PE7GHZ5+M8EQ7fFrg94Y5e+FYN8pZtDlxwGnvDfkMOu3sxvbxrrZmEqrEVFFj24y5IFNhm0/0O0Tu5IqMTAofqmfE2ZUq1Ra3M+iyCxsBqZhp9TjD8VS1Vt+IJXfTueH2ls14suEVAAAeJ4SEqMGJprJSnQIP+KN1c4Qv4PWfj80gYWS2ph5qDd2cX364tvnZkQFNoyNCOY4fW93keX6gJSD8wIGiKLXUhw8j7S3xbB5+ccFy3K35lXavqy/oR9tAVuv1yfXwViKFqgQctiA2ukVYi8Y7fJ4vnRmBP//jO9fQjh0dPvfMxrbUnl6fGR2IpjImvQ7OMsjQkQJOvy/k/5urd493tar3Zl8YZD6ZWxRFvXD++Ks3HvzW5y5sxVOHFUAUouzsJmMim7eZDDzP498bU/vfh0sV0GnUKpraiqeeGemfXNtSq1RwS//mL6byBa1GPba80eZ1DbQG3r43+fzpYZfVvBaNr0RiAGtHkvmC1WTIH/LbLbvJkMjlbSYDXLdjNxn6Q364kFissLiaQjkBAFvxFNydXsZKxBUKUAAAplq7cKznwrGeV67f7/J74PKthqYmax1U5ObskoxeUgpKuQ+XRwqiWhBWWt7ZhYUfLm8cza3IfaJ3hWQJEPKkC0XCaHhsyJuO0BfaUGjShioQMsOQgP/TNB1yO968O3Gi69EKr4Y6EhEuxbehnDhw78C5J1EBRLNpbHkj4LTBuYZ4Nmc1GVo9zp/ceggnVTOFEvx8TvSiqKgyoUgIgOJNHs1YbIx0U4P0BBIZIQOiKY6ms3WWNevFT7wHBzuUidUtr90CjazTaOQd2upxLu/ETnS3AQCq+3sqw0PvAdgbY2o1j7pz/Gx2AABNU3sXAfhwYu54V5vNZHh/fBbVQhbsCngCLtvtuZUiU4EniYiWV9FUh89NUxT6HAyHVqMiCuA/Zza2AQB9Id/b96c4jvu1rr2lXjgjeJfn+dGu1ncfTOMCIBCCaVSqOssBAFiWg4qLCkkYDbcMbjRhXWTekMuxFo3DyaxytQpn1oRmIcTD2yZcu+n1MMFISB8JxvH8fjtDAQDQCfNQZtGLohWhvkJfL+/EeoM+p8XstJhvzC617B/UhYTHYww3uIo+YFVcWSnh92wujJ6DtYTBI6rCRixxaahXNCD7WgKDbQdWyMq4CbeJMAZwqYR6QQuwHNfhcz1c2cRjGycLmshHqfwSdTEuCX0w8Q/YQZBxBFnCI7gME6tbV6cWeJ4/3dOxGU9CIXHJRWvBK4SCB9jxvFBanIJRpxXNFCIMKIGRhQ0ODpwfokNTpOSi1hZVSphKqMqjIKEoXGaTXodMKqQpJIi7b2ZjG489ok2TEV4mlR4nZ+H09LHW4Fv3JlL5YjMJdW16Ueh6GXNRYmYnIMydjybnZVIYHKZnFOXVZMsMADjWGnzz7rjfac8Vy9lqyW42mvS6hlfAwTghJEQNDmQqE65H6OYIX8DrwqAVRcBhC7kc28n0ncXVp/q71dLzERzH31teS+YLbqu5wyN+MrT4SZYAAKNOe76/6/rcEsfxAAAegPVYcj2WNOl1Rq2W4/l0schh3+TYjIazveIbJUyvbz917NFpcMMdoeWdXaN+b27piyeHlnd2aYpS0TQcbqI/Wj1O+DIWXhHSWQhHVDSt2tdBSAGnbzHqnx3t/6sPbrmsZp7ny9XaC+eOwzKitziOh0SsRsO5/q5r04uFckUoQLvXTTwd4dzRzw8n5tq8rr0dwsTYqWj6xzcerERiyVzhbH8Xqk5RFAXA1Hr4VE+7aAEAwEhHK9yc0mE2oTPAm7kIpWr3uv7m6r2gyx7P5phqrTfke/fBtNtmSeULHpsVABBJZd64M16tswGnzaDV0hSN3nmq91OCpig1TcPpMaLAye72H994sLITS+YKFwd7fA7by9fvLUd2C+VKb8g32tkKy0NhCDVxUoScfqfN57A2tBJxxW0zX51eoChqeWfXajRUanX0irWhqZd3dqfWw6jWqZ4OXBHiJ1ywI7SVkLiop3B5TDodQYSmKJqmCXlErWQ1GmDdo7kVAHCyu/2VG/dXI7FssXzuoEfUKpogKyRCyENYiYgNxJSgI6qvlL/wurAioQIhMwyJL58dvTq9MNrZeqa34/vvXMVXJwlNJx/hUqaTkRPPI5qiOZ7DvRNw2qWMLBp1x1oDP7n90KzXsRxXrtZeunxGrVL1t/h/8OFtp8UUz+a/cm4UAGA26IUX98keEFUmFAkBzHo9/hEmtH9Di9VYFhbDLea0mHCtZdITESciBG911Sp6fTfx1x/eBgAYddrPnxhU0Qc6hWqdrdRqX3/qJMfzG7HEDz+6AwCgAPjKueOiHUp3wPPT2+Nmg46m6UQ2/42Lp1Q0jVc06LRD7SHIfaA18POxmXfuT+l1mmS28OzoAACgy+957+GMzWQ06XU0ReF2G+1seevepN1kdFnN6BZNURQADrNxfmuH5wHLcuiW1WS4Mjk/1B6c24ykC8VCmUFL6EXLj3a1Xp9edFnNOo36TF/nfuBR6A+iAP7TY7MsbEUvDfVajXo9dqQUzoiiKIfZCO/i1yF9n926sBUlrveEfO+Nzfgc1nyZGWgNLGxFhUJKGQ1aZrgj9Na9SYtBbzMa2n0uvC5u3sH20M/uT+0kM1qNOpUrfPnsqKhZCPGgheFXTrh2QiGF9I93tb51b9JmMuo0GhVszeAYEQ1dKEr04nBni2hFqO/4yibh68Xt6HOnhuHa4IDDVq2zS9vRofYgLjxyMW7wkY4WZFVCWSnh6f1RsFqlujO/ur6bUFHUF08P78UPFsC4iaRUON/fhZvxxszSmb5OvDwEjD0ZN+E2EboGl4rQCwBwZ2F1M55K5vKneztWIjG9RnN9ZvF0b4dBq8XJNpOPOGumVoNERF0MAMAlGWp/FMPIU/AfRVEw45BUsICKPiAPagpwGfRaTSSVMet1m/EkEgOXXLQWNJowfxG7oc4WXNq9tusgBdFMEUaRjO+g04Mu+8JW1D1kwZs7nM7xg3xFrY1MJxM2eKThrtGoVLjMuEn9ThthKCFB5D7C4yoVjbdpsLBUqMjYsMmcvTGzdK6/S4cdVKRWqe4urG3Gkky1dn6gKxxPNZNQeGOLSMmYC4IwOxD0O4SO8il8qJ4RbumCJ5TQEVJmB3snL1C9Qd/6bgIq1PAKbMTwOCHUxxuccDwl1SkctpuDfEV9IQxaAABqbAGGMz0dRaaym8l9NL1wtqfDahR5y1hgmPvLG8l8waTTPdXXjfn5AKgbN65fvHhJ9B4AIJUv3lpYYWoNjv3w2a3nervQ+ZcEWI7DtxZDewWhzoPjODjEfPQHz9MHJeZ4nud5IR3q4JSPKAV0EQLORuNHfUrdwitKCUBTFEGfrMhxNE0Ly4hKUmQqeq1GJShZZ1n4tk2qANSX4NLwIvz/J7fGnhnuh3tu/fl7N37nC5fqLFuts0adluO41Wg8lS+e6GoDFNDun1OCzIucy/E8NDd0h7BAocwYdVokSZGp6DRqtFia43nA8/hdpCYiRcjZ4XN3B70hl6MZK+FXYDGe50uVqjAM5E0trEUoQvwUNYWQuKincHkIIjCH4GwlIY/Qm6juEdyKgLuPKIaTpWmauCuUR2glIjaEwtDYOx9CX1F/obrIUAQXQmZIBP6/+v+3dy9PbRtxHMC1wvKLmBoIbShtMtN0mhnaQ2lnMtBDL30ce+z/2UOn5x4Kk+dM0oNVNzGdIWAcqDEEB2RJuz0sWf+8u1rM1GNe38/ByNJq9fNvHwJhW82dZrsj37RGj0LLW3NlfRXmemucdBz5jL3Yammtk5VkVafW6+RxfcbKJFcp50dRT7srkHWlGaqX0RXNAGhsNP+OjNFidL2Z9qzhSVtc9RDrgFLo1u5xxDyvbDspaPWbOwohrNkzj55yHidpkbxnJEnTOElLhbz5fyFVWG1SMRz34nyQo/Mtzar8WqkJcqHQWp5zHsVJiXzbmTxQ/3CDBehTeazfHj3/bmkxT25epQ6kvRa6XtYva9DKy2vuZXIIM0hr0mjXUhmm+1rSm/IojmWL0610Ly08ORGZv0tZg6T1a4GZYcuzp7nSZ8y9o9bW1l4kewUNXhWjCVdZVTuq8u4YNKqAtS0cL4GmUZtD6IsyO4bWTDQnZtPQqOjyw78an8zPTRYKsrDs288bG1/evS0nHFXtkONRHfpxfV1WYm13s99asy0XzKjcE6yK4Ze1pz8tLzHGfn347PulRfUlmjR15l4qaeb4tfZPxToi3N1Aymo7GRs946hfhGg91iFPs/30739U6hzdhh4iax6mKf3hq8/lNEjrNCukE6aWN230ObqKI4fDjFmP/OWVZcgBZW16x2nLWrlnnHe0oziG8FnPjOpw2lb3zOxnx+leY+0nnAsZ4aP6Op1wHCeFs57mzGKqBmunzZrJ4zR9UG+0OgeMsY9mpxdmqlPlUiEIojh+c3S82e682m1zIWYrkyv37haCwKzB87wwrLHV1T9WVr6xbpaiOKm9aq63d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width="900px" /> --- class: middle, left <div class="gapminder-logo-right-top"></div> # Gapminder Data ### - Population (Total) ### - GDP per capita (US$, inflation-adjusted) ### - Life expectancy at birth, in years ### - Infant Mortality per 1000 births ### - Total Fertility (children per woman) --- class: middle, center <div class="gapminder-logo-right-top"></div> # First 10 Observations <table> <thead> <tr> <th style="text-align:center;"> continent </th> <th style="text-align:center;"> country </th> <th style="text-align:center;"> year </th> <th style="text-align:right;"> pop </th> <th style="text-align:right;"> gdpPercap </th> <th style="text-align:right;"> lifeexp </th> <th style="text-align:right;"> infmort </th> <th style="text-align:right;"> fertility </th> </tr> </thead> <tbody> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1960 </td> <td style="text-align:right;"> 1636054 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 62.87 </td> <td style="text-align:right;"> 115.4 </td> <td style="text-align:right;"> 6.19 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1965 </td> <td style="text-align:right;"> 1896125 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 66.59 </td> <td style="text-align:right;"> 94.1 </td> <td style="text-align:right;"> 5.59 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1970 </td> <td style="text-align:right;"> 2150602 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 67.83 </td> <td style="text-align:right;"> 76.8 </td> <td style="text-align:right;"> 5.05 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1975 </td> <td style="text-align:right;"> 2411229 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 69.77 </td> <td style="text-align:right;"> 63.1 </td> <td style="text-align:right;"> 4.39 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1980 </td> <td style="text-align:right;"> 2681245 </td> <td style="text-align:right;"> 1056.75 </td> <td style="text-align:right;"> 71.39 </td> <td style="text-align:right;"> 64.0 </td> <td style="text-align:right;"> 3.68 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1985 </td> <td style="text-align:right;"> 2966799 </td> <td style="text-align:right;"> 1056.50 </td> <td style="text-align:right;"> 72.71 </td> <td style="text-align:right;"> 45.9 </td> <td style="text-align:right;"> 3.23 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1990 </td> <td style="text-align:right;"> 3281453 </td> <td style="text-align:right;"> 980.16 </td> <td style="text-align:right;"> 73.30 </td> <td style="text-align:right;"> 35.1 </td> <td style="text-align:right;"> 2.97 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1995 </td> <td style="text-align:right;"> 3106727 </td> <td style="text-align:right;"> 909.74 </td> <td style="text-align:right;"> 73.70 </td> <td style="text-align:right;"> 29.1 </td> <td style="text-align:right;"> 2.72 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 2000 </td> <td style="text-align:right;"> 3121965 </td> <td style="text-align:right;"> 1180.87 </td> <td style="text-align:right;"> 74.70 </td> <td style="text-align:right;"> 23.2 </td> <td style="text-align:right;"> 2.38 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 2005 </td> <td style="text-align:right;"> 3082172 </td> <td style="text-align:right;"> 1555.24 </td> <td style="text-align:right;"> 76.20 </td> <td style="text-align:right;"> 18.3 </td> <td style="text-align:right;"> 1.92 </td> </tr> </tbody> </table> --- class: middle, center <div class="gapminder-logo-right-top"></div> # Last 10 Observations <table> <thead> <tr> <th style="text-align:center;"> continent </th> <th style="text-align:center;"> country </th> <th style="text-align:center;"> year </th> <th style="text-align:right;"> pop </th> <th style="text-align:right;"> gdpPercap </th> <th style="text-align:right;"> lifeexp </th> <th style="text-align:right;"> infmort </th> <th style="text-align:right;"> fertility </th> </tr> </thead> <tbody> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1970 </td> <td style="text-align:right;"> 5206311 </td> <td style="text-align:right;"> 515.23 </td> <td style="text-align:right;"> 57.22 </td> <td style="text-align:right;"> 72.4 </td> <td style="text-align:right;"> 7.42 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1975 </td> <td style="text-align:right;"> 6170284 </td> <td style="text-align:right;"> 550.34 </td> <td style="text-align:right;"> 59.41 </td> <td style="text-align:right;"> 70.3 </td> <td style="text-align:right;"> 7.40 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1980 </td> <td style="text-align:right;"> 7289083 </td> <td style="text-align:right;"> 501.28 </td> <td style="text-align:right;"> 62.48 </td> <td style="text-align:right;"> 66.4 </td> <td style="text-align:right;"> 7.10 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1985 </td> <td style="text-align:right;"> 8862601 </td> <td style="text-align:right;"> 507.41 </td> <td style="text-align:right;"> 64.86 </td> <td style="text-align:right;"> 53.6 </td> <td style="text-align:right;"> 6.22 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1990 </td> <td style="text-align:right;"> 10484771 </td> <td style="text-align:right;"> 536.20 </td> <td style="text-align:right;"> 63.00 </td> <td style="text-align:right;"> 51.2 </td> <td style="text-align:right;"> 5.18 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1995 </td> <td style="text-align:right;"> 11683136 </td> <td style="text-align:right;"> 510.82 </td> <td style="text-align:right;"> 56.00 </td> <td style="text-align:right;"> 60.1 </td> <td style="text-align:right;"> 4.43 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 2000 </td> <td style="text-align:right;"> 12499981 </td> <td style="text-align:right;"> 535.20 </td> <td style="text-align:right;"> 47.90 </td> <td style="text-align:right;"> 63.5 </td> <td style="text-align:right;"> 4.07 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 2005 </td> <td style="text-align:right;"> 12984418 </td> <td style="text-align:right;"> 351.02 </td> <td style="text-align:right;"> 45.10 </td> <td style="text-align:right;"> 61.0 </td> <td style="text-align:right;"> 3.97 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 2010 </td> <td style="text-align:right;"> 13973897 </td> <td style="text-align:right;"> 288.57 </td> <td style="text-align:right;"> 49.10 </td> <td style="text-align:right;"> 55.8 </td> <td style="text-align:right;"> 3.72 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 2015 </td> <td style="text-align:right;"> 15602751 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 59.30 </td> <td style="text-align:right;"> 46.6 </td> <td style="text-align:right;"> 3.35 </td> </tr> </tbody> </table> --- <div class="gapminder-logo-right-top"></div> # Questions of Interest <br> ### What are the time trends for Portugal? ### How does Portugal compare to other European countries? ### How does Portugal perform on health and wealth? --- class: center, middle <img src="data:image/png;base64,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" width="400px" /> --- class: inverse, center, middle ## `install.packages("ggplot2")` ## `install.packages("magrittr")` ## `install.packages("data.table")` ## `install.packages("here")` --- <div class="rdatatable-logo-right-top"></div> # Imported Gapminder Data ```r library(data.table) library(here) gm <- fread(here("data", "gapminder.csv")) # Create factor (categorical) variables to be used later. gm[, continent:=as.factor(continent)] gm[, country:=as.factor(country)] gm[, fyear:=as.factor(year)] ``` --- <div class="gapminder-logo-right-top"></div> # Look at Imported Data ```r gm ``` ``` ## continent country year pop gdpPercap lifeexp infmort fertility fyear ## 1: Europe Albania 1960 1636054 NA 62.87 115.4 6.19 1960 ## 2: Europe Albania 1965 1896125 NA 66.59 94.1 5.59 1965 ## 3: Europe Albania 1970 2150602 NA 67.83 76.8 5.05 1970 ## 4: Europe Albania 1975 2411229 NA 69.77 63.1 4.39 1975 ## 5: Europe Albania 1980 2681245 1056.7504 71.39 64.0 3.68 1980 ## --- ## 2216: Africa Zimbabwe 1995 11683136 510.8200 56.00 60.1 4.43 1995 ## 2217: Africa Zimbabwe 2000 12499981 535.1974 47.90 63.5 4.07 2000 ## 2218: Africa Zimbabwe 2005 12984418 351.0233 45.10 61.0 3.97 2005 ## 2219: Africa Zimbabwe 2010 13973897 288.5683 49.10 55.8 3.72 2010 ## 2220: Africa Zimbabwe 2015 15602751 NA 59.30 46.6 3.35 2015 ``` --- <div class="rlogo-logo-right-top"></div> # Structure of Gapminder Data ```r str(gm) ``` ``` ## Classes 'data.table' and 'data.frame': 2220 obs. of 9 variables: *## $ continent: Factor w/ 5 levels "Africa","Americas",..: 4 4 4 4 4 4 4 4 4 4 ... *## $ country : Factor w/ 185 levels "Albania","Algeria",..: 1 1 1 1 1 1 1 1 1 1 ... ## $ year : int 1960 1965 1970 1975 1980 1985 1990 1995 2000 2005 ... ## $ pop : int 1636054 1896125 2150602 2411229 2681245 2966799 3281453 3106727 3121965 3082172 ... ## $ gdpPercap: num NA NA NA NA 1057 ... ## $ lifeexp : num 62.9 66.6 67.8 69.8 71.4 ... ## $ infmort : num 115.4 94.1 76.8 63.1 64 ... ## $ fertility: num 6.19 5.59 5.05 4.39 3.68 3.23 2.97 2.72 2.38 1.92 ... *## $ fyear : Factor w/ 12 levels "1960","1965",..: 1 2 3 4 5 6 7 8 9 10 ... ## - attr(*, ".internal.selfref")=<externalptr> ``` --- class: inverse, center, middle # What are the time trends for Portugal? --- <div class="rdatatable-logo-right-top"></div> # Portuguese Data ### Create a dataset for Portugal ```r # Portuguese Data options(width = 100) gmPT <- gm[country == "Portugal"] gmPT ``` ``` ## continent country year pop gdpPercap lifeexp infmort fertility fyear ## 1: Europe Portugal 1960 8875311 2363.976 64.23 84.6 3.16 1960 ## 2: Europe Portugal 1965 8888635 3212.569 66.17 66.4 3.18 1965 ## 3: Europe Portugal 1970 8670352 4615.613 67.14 55.4 2.99 1970 ## 4: Europe Portugal 1975 9185876 5398.299 68.90 36.0 2.71 1975 ## 5: Europe Portugal 1980 9755635 6518.493 71.71 22.8 2.29 1980 ## 6: Europe Portugal 1985 9929014 6693.814 73.22 16.5 1.78 1985 ## 7: Europe Portugal 1990 9890319 8854.322 74.20 11.5 1.54 1990 ## 8: Europe Portugal 1995 10078431 9455.050 75.50 7.4 1.48 1995 ## 9: Europe Portugal 2000 10278542 11412.078 76.80 5.5 1.47 2000 ## 10: Europe Portugal 2005 10480085 11663.632 78.40 3.7 1.41 2005 ## 11: Europe Portugal 2010 10584837 11805.935 79.90 3.1 1.33 2010 ## 12: Europe Portugal 2015 10349803 NA 80.80 3.0 1.31 2015 ``` ```r options(width = widthDefault) ``` --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy --- .left-code[ <br> ```r ggplot(gmPT) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- <div class="ggplot2-hex-right-top"></div> .left-code[ <br> ```r *ggplot(gmPT, aes(year, lifeexp)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Points --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + * geom_point() ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Line --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + * geom_line() ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Points & Line --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + * geom_point() + * geom_line() ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Colour --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + * geom_point(colour="blue") + * geom_line(colour="blue") ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Y-axis --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + geom_point(colour="blue") + geom_line(colour="blue") + * scale_y_continuous( * limits=c(0, 80)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Axis labels --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + geom_point(colour="blue") + geom_line(colour="blue") + scale_y_continuous( limits=c(0, 80)) + * xlab("Year") + * ylab("Life Expectancy at Birth") ``` <br> ### Interpret this plot. ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: false class: inverse, center, middle # Exercises ### Download: https://ilustat.com/shared/ggplot2-Intro.zip ### Double Click on "`ggplot2-Exercises.Rproj`" ### Open file "`ggplot2-Exercises.Rmd`" ### Complete "Exercise 1 - Portugal" --- <div class="ggplot2-hex-right-top"></div> ## Some comments (i) .left-code[ ### Piping data to `ggplot2` ```r library(magrittr) *gm[country=="Portugal"] %>% ggplot(aes(year, lifeexp)) + geom_point(colour="darkred") + geom_line(colour="darkgreen") + scale_y_continuous( limits=c(0, 80)) + xlab("Year") + ylab("Life Expectancy at Birth") ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Some comments (ii) --- .left-code[ ### Order matters ```r gm[country=="Portugal"] %>% ggplot(aes(year, lifeexp)) + * geom_line(colour="darkgreen") + * geom_point(colour="darkred") + scale_y_continuous( limits=c(0, 80)) + xlab("Year") + ylab("Life Expectancy at Birth") ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: false class: inverse, center, middle # How does Portugal compare to other European countries? --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Points --- .left-code[ ### European Countries ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp)) + *geom_point(colour="grey75") + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Points --- .left-code[ ### Add Portugal (blue) ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp)) + geom_point(colour="grey75") + *geom_point(data=gmPT, * colour="blue") + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img src="data:image/png;base64,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width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Jitter --- .left-code[ ### Jitter overlapping points ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp)) + *geom_jitter(colour="grey75") + geom_point(data=gmPT, colour="blue") + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> .left-code[ ### Make points smaller ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp)) + geom_jitter(colour="grey75", * width = 0.7, * size = 0.7) + geom_point(data=gmPT, size=0.7, colour="blue") + scale_y_continuous(limits=c(60,85)) ``` ### 'width` - Amount of jitter ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Boxplot --- .left-code[ <br> ```r gm[continent=="Europe"] %>% *ggplot(aes(fyear, lifeexp)) + *geom_boxplot() + geom_point(data=gmPT, colour="blue") + scale_y_continuous(limits=c(60,85)) ``` ### `fyear` is a factor variable ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Boxplot --- .left-code[ ### Cleaner x-axis ```r gm[continent=="Europe"] %>% ggplot(aes(fyear, lifeexp)) + geom_boxplot() + geom_point(data=gmPT, colour="blue") + *scale_x_discrete( * breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Boxplot --- <div class="ggplot2-hex-right-top"></div> .left-code[ ### Modify points ```r gm[continent=="Europe"] %>% ggplot(aes(fyear, lifeexp)) + *geom_boxplot(outlier.size = .5) + geom_point(data=gmPT, * shape = 4, colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img 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width="100%" /> ] --- layout: false <div class="ggplot2-hex-right-top"></div> ## Shapes & Values <img 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" width="80%" /> --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Boxplot --- .left-code[ ### Final ```r gm[continent=="Europe"] %>% ggplot(aes(fyear, lifeexp)) + geom_boxplot(outlier.size = .5) + geom_point(data=gmPT, shape = 4, colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(60,85)) + *ggtitle("Portugal (x) in Europe") + *xlab("Year") + *ylab("Life Expectancy at Birth") ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Line Plot --- .left-code[ ### Line for each country ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp, * group=country)) + geom_line(colour="grey80") + scale_y_continuous(limits=c(0, 85)) ``` ] .right-plot[ <img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABPMAAAOZCAMAAABMdpUuAAAC7lBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw+Pj4/Pz9BQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxeXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7///8qDuD6AAAACXBIWXMAACxKAAAsSgF3enRNAAAgAElEQVR4nOy9ebQk133f15YtyU5ix3aO7aw+x/rDjuOTyEis7OdksU5cMIQhBjJIyhRFmpAogQBBAoZo0gRkEaIi01B8JAEkFZOmEdAhCYukIZoUaRpSIEuaqt736n3vN5h9MDNv5r36L/fequ7XXV171+1f3/e+H/JgXr/XS3Utn7rL7/5+GQsAAM4OGeoNAACAHQLnAQDOEnAeAOAsAecBAM4ScB4A4CwB5wEAzhJwHgDgLAHnAQDOEnAeAOAsAecBAM4ScB4A4CwB5wEAzhJwHgDgLAHnAQDOEnAeAOAsIdN5Nw5ic82yDuO/ao84vkW9BdtwkR21i9QbsQ23jqm3YCvuWNZ16m3YhivWVepN8ADOkwucRwqcRwqcB+epBpxHC5wnAzhPLnAeKXAeKXAenKcacB4tcJ4M4Dy5wHmkwHmkwHlwnmrAebTAeTKA8+QC55EC55EC58F5qgHn0QLnyQDOkwucRwqcRwqcB+epBpxHC5wnAzhPLnAeKXAeKXAenKcacB4tcJ4M4Dy5wHmkwHmkwHlwnmrAebTAeTKA8+QC55EC55EC58F5qgHn0QLnyQDOkwucRwqcRwqcB+epBpxHC5wnAzhPLnAeKXAeKXAenKcacB4tcJ4M4Dy5wHmkwHmkwHlwnmrAebTAeTKA8+QC55EC55EC58F5qgHn0QLnyQDOkwucRwqcRwqcB+epBpxHC5wnAzhPLnAeKXAeKXAenKcacB4tcJ4M4Dy5wHmkwHmkwHlwnmrAebTAeTKA8+QC55EC55EC58F5qgHn0QLnyQDOkwucRwqcRwqcB+epBpxHC5wnAzhPLnAeKXAeKXAenKcacB4tcJ4M4Dy5wHmkwHmkwHlwnmrAebTAeTKA8+QC55EC55EC58F5qgHn0QLnyQDOkwucRwqcRwqcB+epBpxHC5wnAzhPLnAeKXAeKXAenKcacB4tcJ4M4Dy5wHmkwHmkwHlwnmrAebTAeTKA8+QC55EC55EC58F5qgHn0QLnyQDOkwucRwqcRwqcB+epBpxHC5y3wmw6GQ37vW7bbDZq1Uq5WMgZgyRvBOfJBc4jBc4jJaHz5rPpiOutw/RWr9WY3fJZQ7/gQS/J28N5coHzSIHzSAl33txuvC3sVi7mc1lPu3nTSrJVcJ5c4DxS4DxSVp1n263f6bQT2c2bepKtgvPkAueRAueRMRv3u+1+s1IqFXI5Y1u5+YB23h4C55EC5+2Y+WTYazdr5fzWTbhIdJJsI5wnFziPFDhvJ8zGg45ZrxRzSU2n6xcSvbSZZGvhPLnAeaTAeRJZtuli9Fx1w8hmc7mszzxs6Mtdcuwn2W44Ty5wHilwXurMx8Nuq1EtRui9ZvP1cqlULhWLhYQTFrpuMEvqvi9F33YPgfNIgfNSYj4d9TusTVfIhnsqmy+WmejySSxntwONqC1HM8l3gfPkAueRAudtRyzT5QsJmnM66+nm2cuS9XUrSb4UnCcXOI8UOC8B8dp0nPAnnrzCsCWX1HLrFJN8PzhPLnAeKXBeZGKZjnkrF010Op938B+Q25Jckm8K58kFziMFzgtjxkxn1iuFCH1SI5vNygouToie5CvDeXKB80iB87yZT4ZdYbpwrRhGKr1QOaCdt4fAeaTAeetMhj0ROxwqEz0gQGSPKCXZCXCeXOA8UuA8znzc75q1cvhUg7yBN0nUkuwOOE8ucB4pZ9p584kzVBciDtVEtwKct4fAeaScRedNx/1Osxq6yl9h052AXFJ7CJxHyhlynpiArZULITOruhF5kYMCNJLsVThPLnAeKaffeTM7qi5snb+RzUeNqPNgb5uEiEneQ+A8Uk6t8xaqC7GRkSsWi4XYKZ50XWYgcYogVmUPgfNIOW3Oc1QXJjGjUK5Ua5VSIbq2eAaTLQVEAJ3zDr/yd9/xyNOv3LYfHX/jyYfPP/7VIzjvAM4j5nQ4b7EsLILqas1ms8GeuRvlkGMk2atpOG/+E5rgx4b80dFz9qNnDuE8OI8YtZ03u/zmpFUphgzD6dlitdHuDQY9sxY2g3HaoHLe0RPaT7xx9frvv0/7Ka65lzXtlfH0y/drn4Hz4DxiFHXefNI3Qxtr2UKlbvaGYx6aUonRiz1NUPVtW5rW5f9O7tdKlnXzvPYF/uhL2rkrcB6cR4tqzpuP+616KUh2er5Ua7b7oxkXYzu8v3u6qSbZySk477e0R+wf3qV91bJe1x64xh/cPqd9E86D82hRx3lT3lrzn4bVc8VKs90bTQ/4REYvvBV4NqCKzzM0bc7/vfKA9juW9ZL2jP3r57QX4Dw4jxYFnDcddBqVvM81bZSrNbMzYK06zmzIe7FnbMguEKp23vGHtQ80LavzIe2xu5b1vPaS/evPaR9znlD5sk3hemxuWda9+K/aI44PqbdgK/idinobtuHwmHoL/Ll6MO41Sz4G0/PVZn96k/WX2DOvXZoO23W/p55djMIgyY5PwXnWzV/UtLc9pGk/zzu1T2sv27/9ivaY8/cX77PZmNQA4Axy/NalSbfh17TLN7qTS28di2ce3nhz3Kn5PfNsYuQrzc5wdun6W/dSOh5JnHfpk3Z0yj/grcb3al+3f/st7Z3O3+E8ABjHt6/Ouo2iz8WcrXQml27ysNbjw5vcimU07BY4ort4NTXRrZDAeZfeqz32B1euGR/U3jWzrPecOM+Z2rC+9ZTNN2/HhnWWj+K/ao+w7lFvwVawo0e9CVtxbz82/9a1i5Ne3S+eJFtu9qaXb96+ffPypNOIVSL7VKPnijWzN5pevHIj1aORgvN+WXvfLf7v4U9rv2BZT2mv2L9+VXu/64mYw1ANzGFsiz3t4Dcdm680Wq1ut1UrF3IwnU02X67VzU5fTFFLIQXn/ehJy+6BI+t57dP2o89rH4Xz4Dxa6Jw3G/X8Zacb+UKpeLo9FydFgZ4tlKuNdncwnu3g0GzvvLv3a7r9U1nTrlovLqZrP6F9Cs6D82ghcJ6Iniv62uz0hxBHTlZg5IsVu0U33+kR2t55J7MWv6W93bK+qz0oerp3z2uvwXlwHi07dV6UBWOnmSiq07P5Uq3R6i5CDilIwXm/pL1PDAve/Rnt40xsD9kK/Lb24GU4D86jZSfO43UngheMnXX4KpJ6s9MfTnbbovMmBefNHtYez968kf+Qdq5v8RwDD7x+ePjGOe2z7ifCeaoB5/kzn02G3Wa1tOvqr7q+6+TuCb+fni3U+51Ofyyr6zobDRI1FlNwnvUHb7fj8x5+nT+696ymnTunaR+5C+fBecSk5rz5bDoa9nuddrNeq/BZ1p2Py7Fe4e4+Vc/lEqeS13OFqmlPu16xrqa0/08OxGQocgkWRXKFfpK3SMN51o3PPf2ORz78GSePyvFrT5x/6PGvIWcoB84jJaHzZpOxEJzZYIIr5rOU86tGrrAjxfLZ5GK5UkocIJgt1Fqj1UZdWs6zRceLkbv2g5nk3VJxXlQ1xt88OI+Us+G8+XTE2nDMcKwNVy4W8ln6uVXWqCvk8vn8DqJZdCNXrDbNVquxRRK+bLneGW52Ybdynp0dmokuwMGob7uHwHmkbDpvPp0wwXU7THBV1kndB8Et4GUYDWNHpXeMfLHc6I62zktlFGvtvt+wWnznsRZdr9WsbbbovCnHPyXgPNnAeaTcPJyMBr2uaMJVShTDcOHscpN0I1usMNXxBSLdZnWrvFR6vtLsTwJ3f0TniRadWQ+vWOkmi77tHgLn7YT5TDTf+h27h8pH4VgTbh8NR8KJ6py886Wo8xOerU49V252RhFmY4OcdyK6+HMlRkEkUE0Y4gfnyQXOSxU+feq4rcndVrbdFvuiORvwobqaaauO553vRU1gwDq+Je+quD4Ddz5sOo+Lrt1MJDrh2lqz0982yA/Okwucl4jZhDfbet1OS/RKebMtl2KzTc/mCiVGsbhP43lp4ahu2e2cDprVKONjRr7EJzOa9bKXkIxCwMCdD7bz5gvRFRJGv/AalmZvPenAfDYe9jtk8Xlwnj9wXiDz6Xg0GPQ6HVO4jTXb8rnUm23CcJVavWm2u70Bu1JapzPDukt1s1G/xVwX9kXFGgm+6lVkRfDKTxph4G4TpqRep92vlxK16JZbxpp1y070fCqm13lw3uJWNUhy0sF5coHzNpmw236rUS1HnJuLcZEYuRyPMKvWGsxvnW6v/+aNyWIVwKTfMU9jmTDeqqu3lxc/n/hsNyphTSrdKFTqra6zGGzab9e8AlUiD9w5n71o0G13ZHkX1rS7sDPbcnXeRvR6y1aS8w/OkwucZ+NElSYcyNm4KrI5ET7L2m5cbr1+fziaeOVbu3U840FeleLpWw3LS3mb3UXnzg5mixB1ki1UzJUhsdmwUy9uM3A3HQ16bbNRKXlLKQ5iZqI7WFiuGOFUqSQ5F+E8uZxl5/Hujbgckgb2G3wNQkmozeT90v5gNJrMwsdwRL/KbPDL5rR1YXU9V6q2hiuq67WbEaLZdB543FsZ/RexKp4prwzWbBwG7mTR+vJvfMX9SrliqVKtVnnzMO4NsZDkvITz5HLWnJeoe6MbWd5sK9d4u63d6fBm22g6izU9NxsNuma9cloTDuvZfLlxMoXAO7DRWq+8kkR/urajfAtGBg3cTcf9bpsHC8doqAeHV7PGei6fdFGvQz7WyekA58nlLDiPeW7QaTXjDNBlC6Vq3Wz3huNJPLXZH2hHrLTFoCCT3Km0nICrzhwuvzdTHfN6tOnPbKneWZXdfNxvN8o+VcOZ7cze2HUk+JwBU2s9juf4WpKQSag0F5rAeXvIqXVe/AE6ngC8FjMvLrPbeHQSsyIMt5+zEKytmuULZLPZra9pnZuuzidg71jW9Ziqu3AhV2ayW2mtOcvL/LaKdWVXBu6cdno8z2XzRTvuJ+orUgN92z3kVDlvJdAq4nWti4ou0bJF2kv9e/ZKisqeLPb3QjdyedYTL1crlUq5XCrkUpkMZtIsVFdCTVh3cjgddaqRhyTFdOdqwO5UDNn5iohPGXT4wN3JeET04U/7BtZs8lXLhHE/9SRnNZwnF+WddzSLPUAn6hw0Wcc1uHTVXOTcrFVKIt44ratAZ82sdFVp5AqlcrXeNFum2WqafPVHejZeXyrhYBdLi75LDFET8aStNukHvl7Irs/az+1mtRQjTtg5rt3BcMC6vJHCnP1Jp4fbS3JWw3lyUdZ5rJHA+lOlqBeeUShV7AG60GnVeZqRcqwfmM0X+LxfuZiaOI1srlhpmL1en/2v22qw/ZBPNbDP03Rsz4x6rXopxidxe63I7kDIzmfI7gKPP2FuHAyEESOqTs8Vy7Vm2x6QsON+kq6mEN3/lNdAd5Kc2nCeXJRzHh/9qUfLpBZzgG46ZFd08itm5WN5cEOlVqtVy5U0x/ey+Uqj3e0OXLH+qeFjuoPlkFuMTS1WzZU19iGvF73edqfDmnURPoOX6amu3r/EeGLNb/oj8K0KRTHSJ2kyXTfgvD1EFeex85o1vsLbGPy+X222mOeiLkZyrpjk+SjtszuXLxTyBTFHsM0beb03/0rVaqUiafGtr+kOQofcPOArI/or68t6Ib3YBuuRR4hV5un0lu255ZtHC3N2w6c0ypVyqZhPOxKcz5bwYUQezyRWmyTKNgDnyWXfnceDWkM7ms4FETZAtw6Plm1UYl3PrhNc5NCUN43BV6oxhcp692yuVGv7FalxhtzifDnWCO0MphFfbxTK1VotpG3G45QbZqc3nKxvZYym/sl7ZcW0DhddqntUN0RtyE6vv7LQZtpvlm3PY73tHrKvzptPBuweHjgMrRfK9eml655rugJwrpj9jZmTm4jYyJUavYAxTS6reGOZYhRuMWg3t4vo+r2er2lg5gmeXtCZRszO0D0gwT0a8ybFhFQq8alrCetdcpVGd6MvMR+tL5Vrxjs3beA8ueyb8yJMIIjRH3bzP4i1DiPVmQkFYZf/6tzpBvGTsGeLle7sypvzaK/nyRVC2lhGfnlg17ZMzBJH79Yb+XzJadFJOdg+iQ3YZlY3mq3FiKf9GnCeXPbGeZPQsRnbdWvd1wjOs+fyCMJR9wTdHmALlF2swJPVDEo8JnkaHHii84HO4GZdVsSmuLMKTwetWinyDFA2XyjLFJ3zKZ6JDWZD028yGvF5ewi18+bhrrNv/56Jtv2dJ4LrKoV9S1eiSx0BXP2gXLHWbG+IxL3nY4yKLTIoLV8/6rU6Dc+cJ+LpfDQy0KTeWYXZPapdK+Uj7SWdRyZy0QVLNQ08SgnZQ83FQMdWY1wKS+A8uVA5z77iAhehO9lng+LpNp03G7Yb5eJeLADT+WRuieclMFumWO27g88Uyep6gXM58wizQits1HYI68UaITFuPDPexnEVM0qRMsPrfJEJX1+SenpDn+Ia7sQGi9t0lE9HrMoesmvnOa2LoK6m5zXhzcWjO7fHo1G/22lUi7k9WQqm50q1ljMhOu63GgFBuOl9psE/dBg8nRNryM6jFcanlYJ6wSGTL/Ybrg+ELcJNQkOQeGabGLMR8eaB9JznueMauJuJtFjx4jeRM3QP2ZXznBD5oBPWXnIUnvVWZA9o86LxeyK5BUZ+2S4NWTefHnqWuy54n4Wt9VrDo7ZDgsCVtTes1F01wESu5HqUGrHZXKFQLEacwDCyuVgNfD1frJdLnnckYTtnaxNHPF/IFtHO20NkO2/KU24EnjBi5KkzCFzjP+OaE9k990xzAmdyhX+BWHrZCiNfanT8G8Pz2WQ8GvR7rXo087prO9i7nZu75LvL9aDkcry1y1fNrryhnUA00q3ADvGOshv1bIGHo8QcODDy5Yp3gPuylNAWCaydnkrS8mdwnlykOU9cL0EXvzNd5+e6+XQ86Jo1Ga05XecLVoslHhZbbzZbZqvdTJq02Kh0xTfYWcOOB4Y11xPPzaYr5SVjJnzJ8rITPXenODTwREh+6PUEZpO62V19w8i5ki84aZ8iZFXO8/XGbZ6DIOpB031+XvltodrqT8XMRML4Tefml7Cs7RI4Ty7pO09cL55JvRcnRtHPdXO+1KnBc2nImYPQs9V2f7PXFv9erudWXlKo7CbCWYwTtnlWgbbJHF2tlAvJ14n6VJ0OSFK8eNVy6raru/7kGoWNnivZaa2Vgp8rlk/z5WfDfrsebWbXfkmnXQnJEirieXqRZyY8Xu8RWDgddpqo9biHpOg8foyrAYFaeXbJdjeG2cV6C15pIEXNeb0T67KcDHvNhr1WI06CkAXiohcrrKZNr7KDcjCyrGGaSpCLzlphy2piK4SvFWPfe31Mrm6/IR/+Wx2ZiJlAlFspqIWtZ528X5OZiD6K1Fo0CvZ0yZR/rXrgQKRRrNYb4WXY/DZu9R5wciGcjG8MDxIA58klDefZPSHfs8aZADx5/nTQ4Z3WfJoRJWI9ZbXm1azQ80vd8fjbanBElQ/LFs7uRuzSxKvq9MqxC1grVq55jkzNSuLvpVvX7cdimUucrDR8jTSTXbBlWW9AtBYDBhXXt1XYcR5hqIEvguMZVZKdgYbnsIzHjcNMcj3BeXLZynmzYdf0z7rBbqHNrl2gaj4ZtJv1ciGfcqfVqPenXZ5TaD7te9V75nnF+QU7G7aTFm+2T+/pTkfs0iNXYsdg4JViJjy9U9DyjZH9wvqdt6ascR9rUjNbKlUCFtw6lh3x+2KE99VZW6sq2nSr3yrYdZWK92RtOD6TE/77spzksoLz5JLMefPAC4b3Vyq1er0mIuRTKbe3+assjyYQMck8i8WmzoTuxOhUMk2djEeHDVDuHJ7bMvjesVJ1euPQRUpSHJKIyxnKyxXibLXdsgqeGOn2Isb78nOs3l520p1QqADX8X4A+/Rkh9FvciIsYhHrbfeRKM6bz2bTyYgXgxBJwXZWlJWd117pf1lf1ew7zcc3B/XNjcnx7GiJ12Is+i3TcfRwe0nw+rl2ZXCz1em0mvVqyEoFn5kJmyhJisPnHJkz23FUJ1JUBw7Z8Y1utVo8pCn8xBJDaIOTPnqUkQY+PxIwOxIUR8W2reUxJBA5YrEUfnVtAudJZX7n6sSWWa/T6Zhms9ms1Wq8dEyxUMjlshRlCvlNtdGoVTxOU1EDy97wkXd9e8NImorJuZdP7JUBuy62Lcr2VKq1RtNsd3r94bI2eJSVTt4rVxdESVIcIZiMj09EDPZzsLuRgRMj9WarGS3el3Vh2/3xycYkSxe6SvCJwuP0PFq7fFIkxk5AjoG9gFcF5ePNtbDUPjvGiWEZDjuLhItrsL5sz46Mnw/b1e2yGm98cLlaqZZL+R0u7OAhgvlCoVTjY57e423htR18ZyYO7NUqXbMR0AbKivHWCNkH7QCW6Ltm0Yv1H7IrMbtXy5EmguyZ8tXEyyEDduFVR0Luikax0ds4IiHzdH6gBhARrJs27LGuUa0SdRXPDuEhLE4CkNnQs+3G512dqLrZsF3bXYiIDHTDawk+zwhcb3UH43mU2g6eaybsAx2pKOJyWiaMGY8OiTHczwstVcr+/Ui+4awLEW3SW885pR7tTRmF7BYxORHcPNdD+wDsxupKnhIWsRgC1tvujjnronVbZp1n89ij0fcT+LhM/SSOc9o3vWQmJiKWz/Dq7Z4lPGcmZux+1uYHOnzxhZ4vN9prq8F8Tx970VnkLXMCT/yH7HJ81WzULqEoDTleRBeFjZyFfTY/1yK0/dbiNw+c3nPS+d0lpzNW5ebV0WgymUxns22XnGzJosJ7LVnSIl1UXpWOPSpfrdsDhxyfxifPilTio4oFXlhnL729RngjIvE7s0YgbwmfXJEiywIfnYjabGeybAflDV0yG7RqMe6SWdY3D8r0rmd5wtDo7syK7eRLOES0X0D4npiZ4LnzAs51I5ePsgrPpTs7h+pWoz68PSvq7SVTwt47r+L6uobB0zuwQy1KjoiSf/wCN01ezK7T6/UZwxH35NaaFI25dpLGnFhxmuXElwk/j/P53C4EebrRo95keJmZptlqt1rNepxZc3akePjHMOwsE3fLBtNHxO3RC2I8rlLyT8nKz69YKU4KVbPbtTvmIb4xCsGjhaIPwYhirUKz1VvOi8xG3Xrk5bteH7ud6U5QzXmxdxRzZC6XK9iOrFTYyVRrrDpynS6PWKhVeB6xnc0/OAXs+FbVy+nE2ykFu0Gk8ZV1+2aYkzwVzg4WX6y1jNL1ZTH2FzEhXbZQtpdeXMgHZo4wYt5G9XypVK5ECBg3eJWLUmDTz97OKCVynYjrK9ZVpvxxh2crTTzdn5LpTth755WS7ar9hpelLtfbXdYm7dqD4oqtP0gF1uxJ5VvruShDWXquVK036gkSZumO5yLUupyNIrWlFoiFq21Gq1krhazTj93wD42sdt44JxZupBM8tB5xPes2E07qOckLQkw3Hwf91Rc4b5eIhTzd/qDXjteL8sXu5i/Ie1dIMHLsBOJ9pRI7A5V1q86+hmhhsf+1eS804mSf7TrWiuZ7PEHjXc+fLDP1JqboeMnWOk9fMogUqSjniImkUqLURcDHZ71C1n2e6oq4ng0aCeKdFqaLUl503q8Z+ums6X3lQJzijUa9zi5b1usslfjAez7PS6DYqHAdsy5GuVJNdtWtvc+yknt/uFJynq8P8+hz8DpSIzFBtp+zy1HQs0UeLTsadNvNatRZBdFOaNRr9VqK5WuyBWZPs93pijEQnm+qVilFD7PgcyVmbzod9to8037Is8OqXiSCF0njK/9D0oXyqlDNVi1KggCPiOvZwAxps7rfQvReB+MYvddZpyxe24+vFAWcp0A7Tw/AYD2M7UboViw3cpdhPvBdMKHnK/VWh5eN2uazaWEdpRproEXv+fNrVYz9MLG0a5HaGUKO/DUimVIv+gBcDPQ8c91gGGmpncGb7f5PSjL3r/Po7HyUgHBexb3d7XWCk9HaeK4bnvUbUXWnx2nTrTNpFxfvUouvFAWcV462C08R7GZcYhe72e71RxP/5OSTYbflmRXeKJQr8crRU+F3AfOCZlEXbejsnrJ8YNTGB5OeZ5N3BdZeY/uX3UQ63W630zZF+mOR/zjlCRCDr0Cp83n/SN/FqNR9ViIwbcWduhDzORHndp21df1ISyE8Iq5no0GnUYrUMM0WKg2z24/TpltnuJZX8XTmGFB7WUBEjGVrI/S2JxKp+bUXDBUi7QJHqKK1Y5Ypfe3dNTFD5xJ5rhQm0jwfE6FY5OyDaIMF5IEtxsrdr4voqOgtwWy+XDU7w+mk3w5fW7vRi3VS70XxOU/TXA8cE43EvF9fVXK+mShl6P47b3/Oz9Th1XnMXsRb3nTYawXmjFRgUHM7jLwdteB15cxaOyj4uJ/w6JXonlubg56O+zytQdhr1iKuZ+NBR5yIUQb7jFKl3h7E7716MevVVl1QNJNN2h4o4Ly0+7b6akxzJTF8xouvX0g00MxumfVICzKdVOC1cppr/pWCJygQ06buqIXZZDTodztms15KcZpi9ZPZecJPkgoP6DRbrB/cauw+H4wPfFVKHM+JAWEn1ma+KKQR9gZrSWnjjHXyaSeTByOL+Lw0mHTKK1urlzvbeHTvnRd3nZdwWqHETtVGa7kyY7kwY4s9xcOBWFtru2A6o1hr9aKsyJyO+jyVngqjcqkjrtFGq9MfL+ZsZpPxsN/jQ2+1ajmlPKkCgxc9LPLlPPVmU0zJDvr8VJmtHaJJPzBZVErbEkrkhSUXlp7joyWzxQnF22cR101my7w6h1hAwoNwoos+W2mv7Lp0nDcyi2uf0NkyPHnvnRdhdy/uY94Tm1sijjtfe7ndHT5q084p5r4frQlvJK0bFl1XMZHn1FYUpRXLxe0zUNl5pXhyUMdsHXEXZPdA/6MusrjyoktJoyhFcpa2k4hqxrPCTiajfqu+9bJ6f/geZG3iLrtXLL9HkrnoXK3TiR5uuEQvbCRNScF5o7U5i1ytv/0VvvfO8+7bStXcqui2b2jxea7wlGKMOasAACAASURBVJFBMxN7ANeGjPkRnh2JBwybrZSacKzdtvIOxdGdYK+Jutxpzt2KlHur85J80XanJQrFxsiQF/m2Ivr+7lHO2XjQFW26BPsy4Q0tX+t57OktnZfSnIWbvXdefXkwUtXcXJwW7C6e41dds9XpDcbD1ERn2Gdiuze4Gfylo2SupEPX88Vq4uEyPSisVmQoCkwpHuODeGIU3oub2CfGvHsS1JlrTqd2ouoON1u9VhM5qlMvlpRfXSq1SMETJwSdp6WIHG9d4hW3e4P1Sf4EbTo9VyhvlwyZk6v1fDow2zhvujZnoRfNkBoi0dl75817ZkdU3krl6y4GKNKXjH3D3VCydz2M+WTQSlooLPaGJZtlKSTMfyrSGwWsWWIaLSVcjeIZeb3RnxKHuV+VvW/tDjOXj119NmI+UQ8izYPxe0TN64bP4zTbjWrMLnO2UCzyPBpbi5/1gwNclNh5G3MWaSaS23vnxckZOneGTcSN3alBwe7uZl3k5dlyPcQGzgIJc30VmIsT5/Gc8d0mbzZJWFTk3jRD1K1P0ELL5rzX7IZg5EvVWr1WDajjnc3n4lxjBp+IqrIWeNuse01bbyShtG9oPCtcqseZ7UpmaXsosN3p9MRQ4NS5BU+HvY6dTzTGG2ZFgs8o9Xjy1Xa/K+74G+dVspt33AC+YLKVsOnTZM5bn7Mwar2UR6/23nlvXRL26tn24kV06qKKToUnNLTX1fN1tzsaCOMxpCWxOjBSeOV0fHnC+zixBnOSb5zBV3S2k62f4uHMcbfRXikpsoIETGsaudCslny3svuHaCf3Tm4hM+8VZCvZnZ2xK75+NeXBRrFgzG8YNlHhcXaPzEe5C60syrpjWddXPzZpNyXBtJMePKxpVE4OgT/xnTcfNlfPpFw9hTkLN3vvvH1db7to5bW7g+FkfVzFOTPjDSEndiLbkFKDbUXUcvQbr4+rOp5is8GD6qfBdVv04DuRni2yS3swHHtOn3rXEBcFFXhfajYa9lqNlJt0yw3L5XmmaadA2mhl++Yigij+rHqkRVkey0+F8xKbLsk5JUpqhHSUjbIZwXecmM7jqVJWPiffjPgxMdl75+1+va0eJw5q+SK+RDTaSu7lSy5smT8uX27zNM7J5ucuxLwkVnM3TkNaOcG7L7Bwokia4FWYTc/XWp1+lxeq2fnstli4lkuS9DoM0YOvNZqtTsu0adrwzkytWivtrKiUOCo8KUVIztDIvuPEcd60U1kdwiu201m+4cHeO2/LPMnRsBttToIm+5Onk+GAV/kRJRv3L4Qk3+x6F6BNmWJ9JXlcWKnlQNfZ6zU96y4umPnkiMkVYk60sk6+Hal2+dZo2FyqSspyjd3UOZEFn3AWR4VnIwtpSOqskR2vpxnZeZO2xDkLN3vvvKq9F8SKMWfJGE8AVkgw/LSOnQ2t0wuYgDjBLlprVwAiX36kF6te/b60PyVfaw/uWtbFA6dOV8KgBkMUYAtL7e1XZTJGTBvr41dZg2ktguPWXbblVd8NN3K5YrFU3MW00p6h50rL2JpJ1yMDlEvkPOA4/uUbzXmjZmHlk4xaoqR4Mdh7591z5m1F9FFjuzATV5Lv2ZB1lWr1hskaBINFcJcf9ghStRSjylRarJ19RrqNTt0rczKfJBDhnxePblw0q8UkkufFJj2LxG4QoYXh+yE8BXS1YbZanZ4IwBOxxTwEr+wsh/Z5oYiF5vOwYmJM9ClFUtpyKc9blKfYgDoP72uYnW6PnfPjca/pkfAut36T8FhgEZFw582H9fU5i3TCjgPZe+fdfFPMQyY2jWuBNWc+5iPRHuO0/BIqlsrVarVWrzcajXqDV0rkWchO3VVgFIqeDdZsudlzBmzmI7Oc4GuHDNct4DkCep1WNUH2BF2EXKQYdEGDk+U7Z+Ok+CcuAaXni64DkvNcYBGREOe55iwKzcSpUmKx985L1sZwLbB2mAy6zerZXLe/gK+EazaqnpmVa+bydj4fxvXdcmDIj+XwQLVUUCHLXwKMbKHIs712RMXRPmtI2YwnAl58dGx344qbA/TzSadCeWrqhUrF1ebzX2ARkSDnLdK7O59ejj9nMRkma37uvfMiH7KTJN+rb8DXig96rXp1m8qapwA7u+1w0K55ZVbmfdmThhm7+KLvK7sgtleqmPlsPBT1gWvlhGs61GA5ox1hfL9v79jaTDRzu2I1HI+Xj3lu6iHRc3G/Qb7WdM+VBy+wiIiv81bSu18QwX5R5cUDd7onl3OinvDeOy/o2K4tsOZ2G/bFedSoVflycVVGpkUVb0kZjo1cqdbmAdS+VYKaa8Gl43a0xoZIG+K+ztdmek5lc5ofqlKZr8/uOuXjI5Xomo5HPBVWywk2TXZe8uDuWKPJInab2XXirDdumc1mbZFJwTnd+FqPbst1zFPxHcfbefFTpfDBdLuynGvP9ZJs1d47z32dsoutxKty8+R49qJxCUvGTxterQI9W+IZQFYKmrcjzFaIGoF8elTAC9LVq1VRAv30tuREQ67pnaDZg2Wyv0aN143d7l7GawLxOIWYe9d9K/OEJ5aZ9GrrV5hRaacXCbzpvOipUtiNYtDhs4ZBIeDtJFu1987jsSp21YCiPcZ7pruogAI+0SBSJlftlMn2qls7s+hsOh7yyZimbbgtl8DpvCHJ8/ywhmTbrDWCJ7Q9E9fwpSr+jc/5VOSXZkJmnepyYd132Uor3VkEl/Nm7lQpm582HfftfNTRehtmkq3ae+ediRpAQA4qNT2NYnO4WGbcCS7dlisWy6VNKfCISpfuxGhDTww31ILbnPEWWERk1XkB6d1no0G3JaIzIpXnNMT350sF9EGSrdp756l02gKQCKPSFZUqxj0zIHiHR3e3WXfPI6JOF0N3YtiwGz+DPvPdUELm3RXnudK78/gX1nWNU6XdsMvWuUzfSrJVe++8iIcNgETke3yQf9QfuNMlbzkOlxPJ6Bs8v1bwKCnr4o34qrumV8SoeAKP7uZZ5vlCZI/WnciFl3iBJA84luI7ju289ZK0RqkaeYm4boSkTDqdNb3RzgNpwUtjb55Pua7f2WdXxRjwRIx8iYcIByh5LXs0eCosUYedp2IZ80rss1GvWSlsfJgLo2J2fRe66AVz/OZcNACHrVRXGy6SE5pteb7jXLEu92uxE1/FGJI4nTW9Y+4wANaxZ11PCkqPuxsLe/VyK0pw3RqimMaw3x+N3WsWp/1OhKKxfPitVPLpyBrFmslzZl0adqrFbWfteJLSEi/s5qyxlLl8/wS+VrTlFfueHka+4nu7CgLOAwqgiyJEuRxrqNnLzmwiZf0yyk33coJpv+m+GvVSc7CtDXgmBt/huPUt1X2adrlys2OXlD2YNJMkdeBpncs8/V/LaXJKbci5SKlIYCh8NyVcAnyw/847lrrvAAW6qAGRtf21oxTXuYrpUtp8uBl+na93EwXjBsy06hHDiI1CbTUv87QRSXiLYUNTGG5Xbbh1eIuus0UaR//v5pWxkE9Obznhsu/O28N2np7jYbnVOl81VBTJOzDmqAb5atvVh526Q3J5fFuMScxZwEyrUayavfEwNC9+rtLorC3nmA98sl/x4D1Racpsr5R5o2FR8ijN9TZGtsBHGdvdbqvuMTnNevztNNKuwHlJ4Osd7TLRZQaf5KPeIhARvVjvrofCjjfT0uqFulc2kbkoG2kv/xGrf3xudtlyrS1S2E86QbMYfNSu51qpPB+aboUahXKjSyu4xcbxxa68RZde15XXrazxfvjQHhede6eNXSuBsi1777yCaMCXq412Z8kij7bZiBjGCMAqriG+Sc3rJMpVG12xfNhePxwp3C1faXacpuS07dFUcVhKcY3NZDZGc+JZLWSnnCx2jbubPTHyi9rPo/W1fD66W8lulhK7dN6de7E5su4duX51eOv6pfmkV4tfiQWAFYxCpTWczN+8fP3GrWvNLd+sUOtOLr8lTtC7N94cmT6xdka5Nbx4/XDzRD+8Mqytn9B6eXT9yLLcp/+OuHPj6sXJsMMaFdEC6YLmklhDtd7qsl196drN296fdnXS3iz2pRcbw0veL9iKXTrv9mFs2PYds39uv3X1zdm432pUQyOeANgleqHRn16+Jc7WW1cPBl71izjZanv45g3Pk/z2pYHLdxeM+kX+l2PLuhf/oknMrWuXD8aDdiNiIlfWYisGNP7ytfbo0pVrN+8EfuZbbw6axY3X6sXW+HICX0Ril85L1Lft1AvJ6jCcJniN7sIWwfYgPexgkEX8sdM9mwzadY8VsALe3x369VDnm1EzF/TKYqTeVd9WCqLoQvTSpEx0lSpP1eZ/VWbLiyno4DzJPL2Zz0yF1LHLvXcehAf2BV5LQsS+mZ2uM286H3WDKsFdMNr+l+98sOk71qXtnbxClvNm42HPztMU7Saa5SWNW91etxtSCipX7awO0vk5bxczFf7su/P2Mz5PVmuLl8Heh9AX/1jfJLV/TzEBshP/zfldwqx955V8v9DerOmdEvNFdEnUOLqTtIGzkBqfzvM3KzR6OG82bHt1nbMVMyADVrrsu/NuRTo8ACREhsJztbbdGKp4dmln/YanP7JNtyG3dR5vz7XN6O05URCOV0DtOyvqhOyiTGNkaz2PBu2682Z902PVsJ6vtrZeAROLfXfe3WiHCpwS9OyyBBgv5L2b/Nc+C8HyjQSpjvVye3LQtbe6uXlCzzzG7+zXVT2W+ydx3oyHEPL1X9FzK4saCytLkkWGhKBeLDtKq++dqw+8e/BL5016zYrHuxVkD915su/O28+YZJAcXXcWy9oraHN59v9s1qvMblof6LO01fXYK39+ftnVnM8m3UZo6vx8k1/887r9hu7a1Mx3fmEHpY7npR/ReXOeXZh1WysxqpDoOd6ia7kz3tvpYHy/Jy8l1Tar6+nd/YfguPPGXa9szwYPDSeKsobzKOCr48US+VgvKlXbw5MQVdZvYWeT+/TUDXsRvq6fiZE39m1zfFlm8FfViz5tq40Z082mUXZtNbtHcoLla8tO4ZyZHWmWX1vtMe3VfcOs8qbfIt8A5/EMyD1RbimG59Zr2q+9XciQnaibN5wdzLqV1WzHpXbQ+uT5qO8xaMkDwtMpMZQQOE8WRp4n8On3zXZ3MLRrnE6nkyFfuxM3nNpgfYD1NBI8x6S768GzP3rswvmMMRUFVkdDnpq2XuNFe3KqVIWz0e0UdaIgRbPZsCskxvgCpWbds6emFzZGq/SNrqxY136yQwfmxgqLQmPZRxvZn1NeEeWG71Zka9QDZipdzlt4LlZ77qTWs+ccAZMd78X6ZoPJlU9yHwSkd/d443514zTPVczN5Sc75yw7j6ebLhRLlUaz2eQr2fiyNl7/S9TwGw76rL/Qai2ury0NYbfr4r8s5155Mx20aptlyfViwyv746L4olN9MVmJQd444LmJxIo/tqsatRqvGFgRa43twkyMsIy2kWFHReQKqbNj0umKbCGscTuf8tH4qMk7xIXeZDeby9Ol6fKdccezTrlerFY3MuplPXbxatKVSWeZhS9bWa2M2Fkfytv0XXb16JW9Rv5PYM67upxujb7I1a71vFnTXrAsWsSLAPn31kXDbrCyyHcjvXvglg8b6ztQzFTsamI2hDPlPCObL1VrZmcwSrJgm5eMGvbMSNNYaWzseqFtfkNu1zw7VrmasyB+bp/OZrMu6iEk3E7RomLtqVanN7h5++hizL3Em5W8UTke8QX5DH4bEYUhHWfyejS16kKawm68zFdvM1PIfCLSsUVd087nHBstPue4fIdbxwe95aImozGd95ue+YbLZnczdsTD4eygnCzUnfYaxWXhHmeL7TVsRs/+uzs7aa5aL528aaEdPF0577XDi28ucLqt3f56DlNx11tdNBz6Rnb1d1drbD29e7YenF55vJb5T6eZqfBn352XQnwev+nx8tPb32UmnfWMa3qh0e5sZN3dHj2bK1YbPGNQb8BrCg66fgEDRr5SN1vO7GLiD+O5LcS6AncW3YvsqMV03tbwAXkmukWl+jD4uoB6q9v3vo0x57EWSnX5XasjcRS9yv0W25NRtIOZrbR8ruGp3RTKj718V+v1V3IZ5JrBnTzWjwzdEGe+dTkPMZ9NRgNRBKhejd03EfWOex4Nw/l6evegOQux4ebKFy+a3dgZqKWz785LHKuSnulsZu5Ma+wcng7Xfmewj6zuaoEYX+y42ceNAu+s8q4Pu1b8BnkW7M55otxfo1aKWNeUh8uanV5olW3hPOai5tJyRd4nm3vPoOabYz656rNidn0L8h653JxceeWO61RhT+5NRyuNH6PmNfK6ZD5o+LmXdVtZY9Zs89xLs5NCjpXEQxeuITs307UbhF70nW5xnt5a6QBnG7PAtWdU7LvzYrbzjHwpVdNxZrPxxknMwywUyesiUumK9VI8V3i8Tr1U5/GeeL8Xo9yfaNW0wkW3ZDaavelco/PO0iK5lmjLeDf38s2hvTTKw4kbT9eLIsNZz6bfcH67/hy+HGs2bp+4QC97B6Y4TDe2i49O2tXE2612gpDBTfRl0aLOIEBiG3MWwX3xaWclN0q2Pghbb0vFvjsv0niezlRXbW1jOrvC1bDPbpv22Ac7seyKf2m22XzWlQmDpqdQ9nb5EuutmmKubqueRYrO46Ohg77d7+LTxhF3LB+Or/LZiHGMUP3pqNdqlJ3Ai2y1a58Xg2Vn0ajbF/p86NXcy9ZFA242NDfiyvSNAqvx4bNZdmTiMvi6bFOpVFwd+mzVrJZKxcJ2J4e+LHPWEsMX0c6J9TkLI2TO4mDeXfGj4QRYw3kSaj3mirWWTwx4OPNxt17K57yCUVOG3ak9R4+z5Xpn2algm9MIrw4Y72P9h+oikdx5swlvxC1mB+P2u/i0a4MP0sXbZO66etkjyCxvpz0e1xd/OkldstmsuiD6novojI218MzCe526cbXMWbKjLm4Gqx2bXMicxcFBbzVqr7LUI5yXxHn3fA5svrLV6KhPYofU0Ss+4RVGsd5eJhia+xfMEjnKUiuuott5kMRYXshQniCy8+YnQ0vlpENL9oi8e2FApE+3A2qDTcTHXw9m7eW1XFj2MD2be9nlkBsvFuR+a3ZYdjR9H8KyzJmT6iWFMmfz/lo2v7A5i4ODYX3l+cXVyWg4L5V2Hk/OtVVc42zQqiY5X1kPIV5teyPvee2vhdyJpT4+U7IF1qvxtl22xLp7A+4YXpmBdYiSju4IB4razt2B11ifj/NEI67bMRsNO3Qx2Yfb3zJfrDR4LzzJIWV7r12vBM3vro8l6IXGYNZbdtmy5krcsEdzb3UAa9LdzOObK7E9v9OMhosyZyKOSEqZs1lnbZ1FsR12YxzWVzow7qfDeYmcdxJdVTipNZCQab8dEozAy6i6K8wZpeZgOptP2p4RrbFO2ZWQu4DygNli0a/4AO8Me8dJrLa0EsetrMzp9kRDkDtvLuYHO85b+1e+ifz+lZNJ42SHM7xdx+cieZTZrXvunE16odmuLn9TW2nDzEebzb1V7c2bYXLXS+ZQxCfylS+rsSa5WrffX8QqOuGKTsSi65an50oidNGOXmR2qy+yk47lF3JcP8VD5ywODlbnolmDcOO+Becly5PMz9/6RpBkXCa9pkdJFp31MDvd3qA/Gk14t2A+clVh0csmvypmHY9l0nHQ87VlfjBR597z7XjvzicBrSj2HMf4YlaUTxmIipRJPZXdqmip6HhVazzkOOnI0vp3sl0XcCgWrlu8QsSqbESm6PmTgYTyWtTIrOfO0r7a1pkGWi+7Mh07WunuZWu+BQrX5wk2x812kSd5uS1rO2k5ounPxFx5Qa459ngKnJfIebdvbDlCMedLUz0TO7gcshlx3OzP+OKH7UZusktZiaWNPqvdc6VyyTvcTs9v3b6194OzDm27YK4AdMNpJNqjhVtOGa9tegTXFcXqAfdHOvF5XjlNljsgt57KeO4SEaewuKJnTd398gXV5busReX6ri5zhfqKHFRuduW8+VoPlbk3tIzstLMaiOf3fDgvkfOsw+Rfzrd63EYKao+I41bXb14hUp5J3Y4UvHnT3pCASQpuO58EbpWmX6zo9ixi9u2Q/djNWDE96IwFpjR4voHtuoDKC76uW7B0nvjGG2sjHLJN16gVe6Z7hxRMW3vLupB6tcH7BLr9lrq5eOlqn7bgNxzmGijJbUaCzCfjQW88mfTM9skycHYnGfFcFazvnN7unnXXhjKLrdAu1ayzsoIuWxv4PhHO26XzZsO2l2R4ZqCNNDruJoBRKJe8L47wxO16tlCpm73lkPzhpU7Dd9iuXPUKrBBbsOVETQIWBau98xHwoD/RiDNFI24id7l4uOuyhUDXLVhzHmfqvrk571feaKlsNvec5s+4tjiA5mw0tAuCG851H2V1mWvNL+tOODdgJ3t7PXo+Ad3OQsjj/Ip2hB/P/1BviqQZbSdnhuPKkacr1xTNG5uhB3beX5nl0IOTJMB5O3Ie151XCuqaR8b9+dCVD20zkVA0+Lozc3ERLqog+w2GZUvlSslntra4e9t5IxIWXDq4tJPRcwfuusAiM1Fdt2DDeeJT3MtqBMXNq3ezuWc0uPZGC09k2/bdsiCO2Kh58my/1WWu1R9GqcEtVy0Vd7esZ1WUqzf7sFQpnHm/unLaVrohL4Dz5DuPV4/b7KWJtZEeR2e6OWAdFyNvj5nPeUCsnfMnaCEV74qVS95xx7zG3c7KoERkV+ttQ123yPYRt0fn6Tzxia7BW85GF5fjntW6YFT684PhWuQKH8qbtk8Oq8/qMq+J4X0hFz5nERSI5wOcJ9N5YqbCq1ime6ZigcdIdQyYoMSy3omT1S20L6IXytWqT49ZBKDstApKVGQ7bzxosz5s4NwEHxUdxHbdAl/nHfBTprURfVTyGoyfbjT3Sr15f3n66ObBvLfyTnlz7VjOZ3wCvVUvxZ8BN/KVSqmQt7MTSowDDA87PlhvxbLvGOnuDOdJcl70mYrlK/qegzpR0AtVs9dnzZIYWd0qFZ+xKRGAslepxVzIcp5TYibgMk7YrnMT5DzORnASH6HyupxHZml9DCRvdu1GW3Y4XOkuZOvjxRS5mSRRq7HMecOXyWzO287tnNcruQkXcX5OYsKTXK7clVkjbGWlXjS9okxcjEMC8XyA89J3XoyZiiXj1mZEfRR0o1AqRy6ax7Me8Mx2plfyDn7eVHzT9+wRaTtvNuaL/wNif1jnv9bsJm/XuQlzHmejtLZebHqt4XYFl/B1GDmeFT63svWlSoK1xdxyZrvXH2187ZRiVWZrouytirIbob02WUkKcyEXlMveDZyXqvPizFQsmQ83YhDSROSvXKwY9an6oksNQEmZtJw3nwwDawcu2nWp75cozhMb6LFcw2uAyz0iZyQ5nfRcgQf58AnwcbBydhmT7MN6IJ5/eLUncF5azos3U7F8Vbea2lr91Y8VNVbMzlqiXs+ZQaNYa+3bJEUIWztvOuyatVJAyydbrKbRh/UjqvM4s76rTS6Wkm08be5+WlSyxVo75sJiaufNVhPoRVia4QbO295581Ev3kyFgDUJ6/5V7JIgiqwsBl1cbGYFJwm3S4XkzgtbERuYnDc94jiPM6664xLLXt5bL/jgiSu7QXCNMD9InTdfDTYMCcTzAc7bynnxZyoORCB/sxJS4iCyDHmJmboZmOto2nH1nfVKpz3YyynZSMR3njM74b+3XQtiJRPXeYzOxvniLLpeZ94tufXoLL3r9F1ZliPFgXhC57y1hFIRsg14A+cldZ6Yqdi8fAJnKnjeEu8MefFShK4N0QWyEeEvqiAc34r/pfeH6M7jrqsH1IROayI2Jgmcd3DQ96i+Y3h5b1AxWBO+YfIMCosz0b2MNtK0qB9UzosdiOcDnJeoBpBXN0IM3fkeCNEB9mxpsOsuSqJQp5xUjHzkm74r2Jl5D06788LTOtmdWKK2biLnrSZUXmW9kK0XrmJlxqIIZ1JInLeeICpaIJ4PcF4aeZKDZyp4gjyfUHe91Gq7eyOuU7pY9RmiC2Sy0Z9d+I5zap0X1on1rpO6axI6j30902eRtK/35us1YC8UmvHmOL3YvfPGq18i75kgKgZwXqK+7clMeeBMxWzUqfvX6Ms3zErApG2u0ooRdLTCxvzsmu84p855TsMurBO7J9E4iZ3HK2qfrLRY/7a5zebbbH0ZbcIpiw127DxXIN72zobzEjnPXOrO7znTkHmKQrnkH0WVq3XGyS5PD981+xtdmTScx1Pv2iGlIzuktNvpdFp27H29IXJoSEo4tOI85rp2YA47PV9utHpxypPtgC2cxxguM4joBdegSL5xcqxd5TRYAy8t4e/SeWuJneMG4vkA5yVy3rxpDvzumb7zFEsCJyyMctj4jB/RfMfZdN7G6iEnS7izdqjmXjsU9PUisUXCIe68edg6sb3oxPqwnfPYgT7JjFxqm+tzG6JNv5H5c5spiw125rxtA/F8gPNSXIfhP08RVQTRFw268PSd1zkyGXRa9WatxFwTaeXjXsFFyba65JFQfwFzXaM9SPMST59tncds0F46Ld+ZDRrrvfq1Xm94ScS47MZ5rkC8wIrj8YDz0nGe3zyFHl0pRqmXbG9N3NWxPHw3G9kJL/eiFKAMnHBiJVaUbO+8g9XYFaM53Uwxa++UQpTcJHHZgfPmwzQC8XyA87Z1nt88hZ4rBOXUdZGNs0h6hY2Ma3px1XfTcb/drBbll/7TRU+Vd1V5T5V3hHlLUn7CIXtiu5uoKCMZqTjv4GB0sjyjyhu2s159dQTZqHalDGPOb966eTCSSX+1DkYpnYmXFeC8LZznN09hFOutZoz1jwln30f+vrNXzyeubL9uMHusbX2orb82LRGp33EyZLhIpBGWcCjQlTtaJyaDlJy3VvLMSai8iMnMe49sJOKkTpOcMk0BJB7rCQLOx/c5bAAAIABJREFUS+S8e5e95ylEBpXJqBGysmz9sCYQ3nzTd2V2lvPF8/VySB1ZI1/udZ1Z1e7GpGr8bZHJ3CvhUHc2v0QVTpwKqTmP7aD28lRbVkqbdKPkYvKHF0fnldnrtUoxv7vs8BvkTTmtdzgvifPueByhXKXZmxzM+vU4RRiT3Mfmo7Z7/K5YbTSDs13yDSxWmm177cGpi89TixSdxxieDOzVk0mCsCHnSxqBeD7AeYnaeWsDdbxmxHDOJ209qyNm/SqpFOPfxzZ9dyEbMlxmrJc8E8B5pKTrPF7zbBmxV4liClFQs9NqNqrlYtR0szsl25AmvAM4L6HznMJ6PI16b+Q7aWsUau2GT1xFMbx+nQsP3wXA6wCZfsvn4TxS0nYeX5S2HM/wqJTGi8X1u22zUeNFgxN1Vo1cvlSpNkRNzat37l2dSSXt3bMOnJfIeX2xCGM4911cli01e8N+3XviVo8tPF4hIdK56mRFChnah/NISd95PIvU8q6bMyeTUZ835Hi5xpDRXb/ziKegqtYbLZ6dxVU3mDpn6LbAeYmcd/iWfxI8gy/z8Y6XSiK8GWvehYbViQqr7ciJQuA8UmQ472B1UVoCjFyhVKmxhlyX54YPvGXCeTLYd+fd9UuGohdbIj7Ud+1Z5PBKvmrerJVCIvxE0e5e7Og0OI8USc5bW5QWhmjIOcXMhqNgybmA82Sw78479lQaX+UT5Lto8eTzcbcZFlnH5yVa3fCMoX7AeaRIcx5flOZzl9SNXLFcqTV5KbPheKs8D3CeDPbdedZGYUa93J4E+S6S8MRcSED/ZDFYt/UYL5xHikTnHSwXpS2Swrc7oiGX4gfAeTLYd+cdVtZcxBp4syDfhS+R5gWBPANdnNO3WG+noLolcB4pcp3HurjuWYd0gfNksO/Ou7Hio0JzGOg7nos7QHhhuViMUgqZbd3AeaTIdp5k4DwZ7LvzLGfC1qi0e4G+C8z6Nem1glL7XriQrXbkJEWC80iB80iB8xI5r3OBrxtrBfvuQtZPeDytaEi8XbbSlpAGyAHOIwXOIwXOS+S8y81GSC5knxZepLSiRmgpqy2B80iB80iB85I47y13YXk3XgWTp33Tu/zZejGXNLMA+QHnkQLnkQLnJYpJDhaeOyWEb4WMrCutKGvg7STRL5xHCpxHCpyXqG/rUVN+obE14c1HHe+urFGsNZvlVQ/qaZQejQicRwqcRwqclzDHwAWvdttqC493Zb1S6dlpRfvrJXuy29aWjwecRwqcRwqcl8R517zG5fKLdtps2K55JlHOlZu8IO7IXG/gFU15M7TewHmkwHmkwHlJnHfLQ3g8kk50Zb1y99iZpw54nZa1yqNe1ed3AJxHCpxHCpyXwnpbJrz5hHdlvWxXYF1Ze2JiPjKLa+2+dEstxwDOIwXOIwXOS+K8yyvmKpo9/65sb9lrnfZqa0HIuVo/zT0WDziPFDiPFDgvUazKQnG5UimwK2szH64nENXLkmOOw4DzSIHzSIHzEvVt60Jd3l3Zdn9thG7SWa9isYuY4zDgPFLgPFLgvES5pDxjUKpm39V8m/eba2N8u4o5DgPOIwXOIwXOS9TOW+/QZsv1zmbVnUlnLXJ5lzHHYcB5pMB5pMB529R69OjK2sxpY47DgPNIgfNIgfMSOa/HurKVprsr60AfcxwGnEcKnEcKnJfIebev+8xD7EfMcRhwHilwHilwXiLnWYcev96fmOMw4DxS4DxS4LyUnLdXMcdhwHmkwHmkwHkpOG/vYo7DgPNIgfNIgfO2dZ475riwBzHHYcB5pMB5pMB52zhvX2OOw4DzSIHzSIHzEjtvj2OOw4DzSIHzSIHzEjnv6M29jjkOA84jBc4jBc5LlCd5Lea43Nq3mOMw4DxS4DxSTrPzhv/43ecefeGi/eD4G08+fP7xrx6l4rx7S+ftZ8xxGHAeKXAeKafYeb/7No1zvs4fHD0nHmjPHKbhPCeX1N7GHIcB55EC55Fyep3XPad9vHCz/Jj2nlvs0cua9sp4+uX7tc+k4rzJfscchwHnkQLnkXJ6nfes3aZ782Htty3r5nntC/yXX9LOXUnDeXffSv9L7xA4jxQ4j5RT67y5polOrfXr7/9nlvW69sA1/uD2Oe2baTjPc72tOsB5pMB5pJxa572mvWfl0UvaM/YPz2kvwHlwHi1wHimn1nkvaZ9aefS89pL9w+e0j8F5cB4tcB4pp9Z5z2ufu/Qr7z73/l/q8UdPay/bv/6K9pjzhC+/w+Yrd2Nzz7KO479qj7COqLdgK9jRo96ErThSe/OPLbXPn3vWPepN8CAF5z2lvfCIiE554FX26L3a1+1ff0t7p/OEF++z2ZjIBQAAYhI47z2a9o7fnN2qP6vdX+aPls57xHkCnAcA2FcSOO992oNt/u/xU9rTvNX3iv3rV7X3O08Y/p5N60ps3mJ9q/iv2iOO71BvwTZcZUfvKvVGbMOdY+ot2ArWDXuLehu24YZ1k3oTPEjBeT+rPWv/8K+1h46t57VP248+r33U9UTMYagG5jBowRyGDFJw3j/Ufs3+oaJp16wXF9O1n1ibzoXzVATOowXOk0EKzvviIiLvW9rftqzvag/yFWjW3fPaa3AenEcLnEfKqXVeX7u/ICz309onmdgesicxvq09eBnOg/NogfNIObXOs35Re/jrF2+VPqQ9PLd4joEHXj88fOOc9ln38+A81YDzaIHzZJCG824+YWePescf8Ef3ntW0c+c07SMbsX9wnmrAebTAeTJIw3nW3d/44MMPf/jXr9mPjl974vxDj38tnZyhcB4lcB4tcJ4MUnFeROA81YDzaIHzZADnyQXOIwXOIwXOg/NUA86jBc6TAZwnFziPFDiPFDgPzlMNOI8WOE8GcJ5c4DxS4DxS4Dw4TzXgPFrgPBnAeXKB80iB80iB8+A81YDzaIHzZADnyQXOIwXOIwXOg/NUA86jBc6TAZwnFziPFDiPFDgPzlMNOI8WOE8GcJ5c4DxS4DxS4Dw4TzXgPFrgPBnAeXKB80iB80iB8+A81YDzaIHzZADnyQXOIwXOIwXOg/NUA86jBc6TAZwnFziPFDiPFDgPzlMNOI8WOE8GcJ5c4DxS4DxS4Dw4TzXgPFrgPBnAeXKB80iB80iB8+A81YDzaIHzZADnyQXOIwXOIwXOg/NUA86jBc6TAZwnFziPFDiPFDgPzlMNOI8WOE8GcJ5c4DxS4DxS4Dw4TzXgPFrgPBnAeXKB80iB80iB8+A81YDzaIHzZADnyQXOIwXOIwXOg/NUA86jBc6TAZwnFziPFDiPFDgPzlMNOI8WOE8GcJ5c4DxS4DxS4Dw4TzXgPFrgPBnAeXKB80iB80iB8+A81YDzaIHzZADnyQXOIwXOIwXOg/NUA86jBc6TAZwnFziPFDiPFDgPzlMNOI8WOE8GcJ5c4DxS4DxS4Dw4TzXgPFrgPBnAeXKB80iB80iB8+A81YDzaIHzZADnyQXOIwXOIwXOg/NUA86jBc6TAZwnFziPFDiPFDgPzlMNOI8WOE8GcJ5c4DxS4DxS4Dw4TzXgPFrgPBnAeXKB80iB80iB8+A81YDzaIHzZADnyQXOIwXOIwXOg/NUA86jBc6TAZwnFziPFDiPFDgPzlMNOI8WOE8GcJ5c4DxS4DxS4Dw4TzXgPFrgPBnAeXKB80iB80iB8+A81YDzaIHzZADnyQXOIwXOIwXOg/NUA86jBc6TAZwnFziPFDiPFDgPzlMNOI8WOE8GcJ5c4DxS4DxS4Dw4TzXgPFrgPBnAeXKB80iB80iB8+A81YDzaIHzZADnyQXOIwXOIwXOg/NUA86jBc6TAZwnFziPFDiPFDgPzlMNOI8WOE8Gu3TeW1di85Zl3Y3/qj3i+A71FmzDVXbUrlJvxDbcOabegq24m+ii2R9uWDeoN8GDXTrvUOJ7AwBAEtDOSxe080hBO48UtPMwnqcaGM+jBeN5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJIIbzDr/x7Dsf+NEnv3QdzosOnEcKnEeK4s6783N/NmPzJ55+C86LCpxHCpxHitrOu/hXMyf8F3M4LyJwHilwHilKO+/4f2Dtu6d+ozD+3c//70x6/90xnBcNOI8UOI8UpZ33TzOZ85ecn//Nv5/JfAHOiwacRwqcR4rSzvvrmR+6vXzwL78n88NwXjTgPFLgPFKUdt6fy3xx5dFfzfxHcF404DxS4DxSlHbe92W6K49+KvN9cF404DxS4DxSlHben89UVh69O/Mfw3nRgPNIgfNIUdp5fyvzqyuP/vPM2+C8aMB5pMB5pCjtvN/9nj9jLh98KpP5LTgvGnAeKXAeKUo7z3o28xf++ZH46crH/3Dmp5IoD85TDjiPFjhPBhGdl8u+L5P5gbf/7KeePPcnM5n/7Fd+zQbOCwPOIwXOI0Vp52W8gfPCgPNIgfNIgfPgPNWA82iB82QQ0Xnf9QbOCwPOIwXOI0Vp56UCnKcacB4tcJ4MEjrvCM6LBpxHCpxHitLO+9tX1x6WfwjOiwacRwqcR4rSzsv8+e+cPLj789+fqAsM56kGnEcLnCeDqM7L/KHHFhnhC/fFnrGF89QEzqMFzpNBROf9kz+Vyfyl3+c/HX78ezOZ/+Q34LxowHmkwHmkKO08a/Ijmcwf+eihZfyXrMn3vqs+z4Lz3MB5pMB5pKjtPMv65382k7nvyT+SyfzF1xMZD85TDziPFjhPBtGdZ118O1968b3P3PZ/CpznBs4jBc4jRXnn3f051sjL/MVcUuXBecoB59EC58kguvOM/yqT+WP/K2vo/b07cF5k4DxS4DxS1Hbe7WdYI++/r1uv/OlM5i//WzgvKnAeKXAeKUo77//7S5nMH/1FvuJs/H9kMt/zxE04LxpwHilwHilKO+97Mpkfqjo/f/qPZzI/AOdFA84jBc4jRWnnZb7/+XvLB53/GeswogLnkQLnkaK08/6b8uqj43/4R+G8aMB5pMB5pCjtvHuuxxXPZ8F5G8B5pMB5pCjtPMGl77z6+YvWcRLdwXlKAufRAufJILrzvvnXvieTyeSsT/+Nr8J5kYHzSIHzSFHceY/aVX9y1q9lMo8la+vBeaoB59EC58kgqvM+lsn8of/tI9x5X/u+TOZxOC8icB4pcB4pSjuv84czf+47PHVojv38VzLf24HzogHnkQLnkaK08x7PZP6l5TjPGnxf5mfgvGjAeaTAeaQo7bz/OvPfWkvnWW/L/E9wXjTgPFLgPFKUdt6fzvz0ivM+kvkP4bxowHmkwHmkKO28fyfz5IrzPpz5Y3BeNOA8UuA8UpR23g9kfnjFeX8j8xfgvGjAeaTAeaQo7bwfz3xvaem86vdn3gHnRQPOIwXOI0Vp5/12JvODA8d5o7+WyfwmnBcNOI8UOI8UpZ1n/a1M5k997N9kMl//zb//JzKZv55EeXCecsB5tMB5MojqvLf+l8wJP3gZzosInEcKnEeK2s6z7v38f+AY79/78K1EyoPzlAPOowXOk0Fk51nWzVc/eP6HH/qZV64kMx6cpx5wHi1wngxiOG9r4DzVgPNogfNkAOfJBc4jBc4jRX3nIU9yfOA8UuA8UlR3HvIkJwHOIwXOI0Vx5yFPciLgPFLgPFLUdh7yJCcDziMFziNFaechT3JC4DxS4DxSlHYe8iQnBM4jBc4jRWnnIU9yQuA8UuA8UpR2HvIkJwTOIwXOI0Vp50XIk/yb2v9l/3D8jScfPv/4V4/gvAM4jxg4jxSlnReeJ3n4Nsd5R89pgmcO4Tw4jxg4jxSlnReaJ/ne45rjvJc17ZXx9Mv3a5+B8+A8YuA8UpR2Xmie5H+iOc67eV77Av/3S9o5dwIWOE814Dxa4DwZRHReWJ7k4v0//qztvNe1B67xf2+f074J58F5tMB5pKjtvOA8yTfedX/pl2znvaQ9Y//uOe0FOA/OowXOI0Vt5wXnSf4F7XOW47zntZfs331O+5jz1+Hv2bSuxOYty7ob/1V7xPEd6i3Yhqvs6F2l3ohtuHNMvQVbcZc1Nqi3YRtuWDepN8GDyM4LypP8be2xewvnPa29bP/yK9pjzp9fvM9mY1IDAACISZIzdHL+XN9aOO+92tft335Le6fzdzgPALCvbDjv9787Zf/97ndv+L7k6EMaX4vrOO89J857xHnCy/fbvHIvNkeWdRz/VXuE6ptvWdSbsBXHqm++dUS9DdtwtJebH+q8P5P5p9YyGNmTl7W/b5047yntFfvXr2rvdz0RcxiqgTkMWjCHIYNQ5/27mSeCndf9m48cHDH+T+2Fo6Nj63nt0/bvP699FM6D82iB80hR1Hk/mPnjTz3/fCbzM8+vcfKEP9BW+APrxcV07Se0T8F5cB4tcB4pijrvxYwnvs77rvagCGW5e157Dc6D82iB80hR1HlHH/v+YOctcMbzbjxkT2J8W3twI3I5/ubBeaTAebTAeTIIdR5rsdVyuUzmi7k1fJ1nvaw98Prh4RvntM+6nwHnqQacRwucJ4MIzhO/Dpi3dTnv3rOadu6cpn3kLpwH5xED55GitPP+0T/aeKaf86zj1544/9DjX0POUA6cRwqcR4rSzksFOE814Dxa4DwZhDvvd37ndy7CeUmB80iB80hR1XmZTOZL1n/qBs6LBpxHCpxHitLOixCrAud5AeeRAueRorTz/kc3cF404DxS4DxSVHXedDq9ncRwcB4HziMFziNFVeelB5ynGnAeLXCeDOA8ucB5pMB5pMB5cJ5qwHm0wHkyCHXeX/EGzosGnEcKnEeKos7zTiWFWJWIwHmkwHmkKOo8tPO2As4jBc4jRVHnpQicpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngx26bzb8blrWUcJXrY/WPeot2Arkh21/eGe2pt/ZFl3qbdhGw6tQ+pN8GCXzrtzLzbsoB/Hf9UeofrmWxb1JmzFseqbbx1Rb8M2HO3l5u/Seejbqgb6trSgbysDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkXKKnXfv1Y+86/wHf/Wi/ej4G08+fP7xrx7BeQdwHjFwHimn13mTn9QED32HPzp6zn70zCGcB+cRA+eRcnqd97j28L+6dKvwQe3BLnv0sqa9Mp5++X7tM3AenEcMnEfKqXVeSdN+j/975ye1n7Osm+e1L/BHX9LOXYHz4Dxa4DxSTq3z/oX2PvuH17R3Wtbr2gPX+IPb57RvwnlwHi1wHimn1nm/rH3S/kHX7r9nvaQ9Yz96TnsBzoPzaIHzSDm1zusWJ/YPX9TebVnPay/Zjz6nfQzOg/NogfNIObXOWzB9Ox/Je1p72X74Fe0x5w/fesrmm7djc9eyjuK/ao+w7lFvwVawo0e9CVtxT+3NP7Ksu9TbsA2H1iH1JniQnvOK79L+zg3Leq/2dcd0fHRP8OJ9NhsTuQAAQExS500/qWnvm7Mf3nPivEecv8F5AIB9JZnz7v0/D2oP/N93+I9Paa/Yv3tVe7/z18qXbQrXY3OLvXf8V+0Rx4fUW7AV7OjdoN6GbTg8pt6CrbhrWbept2Eb3rJuUW+CB6k4r/sz2v2/NLV/fl77tP3D57WPup6GOQzVwBwGLZjDkEEazus/ov14dfHgxcV07Se0T8F5cB4tcB4pp9Z5t9+lffza8tF3tQdv8X/vntdeg/PgPFrgPFJOrfO+oT26kk7gxkP2JMa3tQcvw3lwHi1wHimn1nlPar9cd2haPMfAA68fHr5xTvus+4lwnmrAebTAeTJIwXkPa0t+lD2896ymnTunaR+5C+fBecTAeaScVudd09adZx2/9sT5hx7/GnKGcuA8UuA8Uk6r86ID56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5Mtil825eis0N5rwPnhBXAAAPvUlEQVT4r9ojju9Qb8E2XGZH7TL1RmzD7WPqLdiKw0QXzf5wzbpOvQke7NJ5hxLfGwAAkiDTebduxOa2Zd2L/6o94vgu9RZsBTtqN6m3YRvuWtRbsBX3LOs29TZsw60k17x0duk8jOepBsbzaMF4ngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHCpwH56kGnEcLnCcDOE8ucB4pcB4pcB6cpxpwHi1wngzgPLnAeaTAeaTAeXCeasB5tMB5MoDz5ALnkQLnkQLnwXmqAefRAufJAM6TC5xHCpxHyplx3vE3nnz4/ONfPYLzDuA8YuA8Us6K846e0wTPHMJ5cB4xcB4pZ8V5L2vaK+Ppl+/XPgPnwXnEwHmknBHn3TyvfYH/+yXt3BU4D86jBc4j5Yw473XtgWv839vntG/CeXAeLXAeKWfEeS9pz9g/PKe9AOfBebTAeaScEec9r71k//A57WPOr64ObWaXYnODOS/+q/aI49vUW7ANl9nRu0y9Edtw+5h6C7bi0LJuUm/DNlyzrlNvggepO+9p7WX7h69ojzm/evE+m41JDQAAIGZr571X+7r9w7e0dzq/gvMAAPvK1s57z4nzHnF+BecBAPaVrZ33lPaK/cOr2vtdf8IchmpgDoMWzGHIIHXnPa992v7h89pH4Tw4jxY4j5Qz4rwXF9O1n9A+BefBebTAeaScEed9V3vwFv/37nntNTgPzqMFziPljDjvxkP2JMa3tQcvw3lwHi1wHilnxHnWy9oDrx8evnFO++yGDuNvHpxHCpxHC5wng/Sdd+9ZTTt3TtM+chfOg/OIgfNIOSvOs45fe+L8Q49/DTlDOXAeKXAeKWfGeb7AeaoB59EC58kAzpMLnEcKnEcKnAfnqQacRwucJwM4Ty5wHilwHilwHpynGnAeLXCeDOA8ucB5pMB5pMB5cJ5qwHm0wHkygPPkAueRAueRAufBeaoB59EC58kAzpMLnEcKnEcKnAfnqQacRwucJwM4Ty5wHilwHilwHpynGnAeLXCeDOA8ucB5pMB5pMB5cJ5qwHm0wHkygPPkAueRAueRAufBeaoB59EC58kAzpMLnEcKnEcKnAfnqQacRwucJwM4Ty5wHilwHilwHpynGnAeLXCeDOA8ucB5pMB5pMB5cJ5qwHm0wHkygPPkAueRAueRAufBeaoB59EC58kAzpMLnEcKnEcKnAfnqQacRwucJ4NdOu/Wldj03ngjH/9Ve8Rhgi+9P1x644033qTeiG24dZd6C7ai+MYbHept2Ibrd69Tb4IHu3ReAr52330/Sb0NZ5jb991331XqjTjDfOC++75MvQ2nHzgPnADn0QLn7QI4D5wA59EC5+0COA+cAOfRAuftAjgPnADn0QLn7QI4D5wA59EC5+0COA+cAOfRAuftgj1z3r999NEXqLfhDHPn0UcfvUm9EWeYX3n00d+m3obTz545DwAApALnAQDOEnAeAOAsAecBAM4ScB4A4CwB5wEAzhJwHgDgLEHpvCfevfjp1ss/+8jDH/h/7zgPh//43ecefeGi/eD4G08+fP7xrx4RbOApx2//H37l777jkadfuW0/wv6XwL1XP/Ku8x/8Vc9TPOgRSAFC53W1xTVXfbcmePSyePi7bxOPztf5g6Pn7L89c0i1nacVv/0//wn70Y8N+SPsfwlMftLeqQ99hz9a38VBj0Aa0Dlv9v7FNXf9x7THsjcvfevt2s/yh91z2scLN8uPae+5xR69rGmvjKdfvl/7DNmWnk789v/RE9pPvHH1+u+/T/spfp1h/0vgce3hf3XpVuGD2oNdy72Lgx6BNCByXvelZ/6mtrjmXtLeze1mdR7QiuyfZ+2b2psPa79tWTfPa1/gf/uSdm4jxzNITMD+b2kavxCtyf1aCftfCiVN+z3+752f1H7OvYuDHoFUIHLeN0WD3bnmPqB9xf7hF7RfY10rTROdWuvX3//PLOt17YFr/MHtc9o3Sbb0dBKw/39Le8R+9C7tq9j/UvgX2vvsH17T3unexUGPQCoQOe9au91+xbnmjn/EvutZ1ivaR/h58J6VJ76kPWP/8JyG5APpEbD/DU2b8wdXHtB+B/tfCr+sfdL+Qdfuv+faxUGPQCoQzmF8e9HOeLf2NfuHF7RH+WH+1MqTntdesn/4nPaxXW7cGcBn/x9/WPtAk3V0P6Q9dhf7Xwrd4sT+4Yv8EKzv4qBHIBX2wXmf0B67x/+dPqw9xA/z5y79yrvPvf+Xevx3T2sv20/6ivYYzWaeWnz2v3XzFzXtbQ9p2s/zXhX2v0Smb+ejdeu7OOgRSIV9cF73R7S/V79z6V//uKY9aFlPaS88IkabHniV/e292tftJ32LD32AFPHZ/9alT9rhEf+AF0PG/pdH8V3a37nh3sX/f3t3G9tUFcYB/BmIwHjJEpAZ1I0pEkXFmGCCJAgIhGeSNVvHBhEE7YBtjJWBgSDjg5svmAUj0SAgxAB+IBN52SIgCyhTJogICDEjy0RgCYExwcE6er557z23HSW2ifZ2p+v5/76c85zeDyfPsv/W9vQ2UgWOiIfME9+4rF8y93qeJ8R85lk1Le3n13DmGbMK/tDzlO00MYXp/7U3uLihte1EKc9pQf9j54rxp8VjvnIa2uJIFTgiLjJPXKoqdM2uatnJZUJ4OOuCueZfxsvN//p2yEuqeZGabSasMP1fxx7r5EpHIb+L/sdK5/YsnrHZ+uBLaIsjVeCI+Mg820auFGIFr5HVIc72i0reIKutvKpbd5f4wvQ/t+tfixl30f/YaCrizLVX5Dy0xZEqcERcZZ7XfEn3Q/OQmOksc5v4NPB+VUXI27kQvX/vvy+Tj8vqDPMN9D8mmvN47m+BIrTFkSpwRDxk3q7i9dZ42TqN/GXgSNJ+fk2IOs6ynmn5cnifkl0mrjD9D75sfoDz0f+YuD2Hy9uCVWiLI1XgiHjIvBOcZZ5X8ldyiTE0c+Ypc9VXaJ7cvJktfwUPctZ1VRtNUGH6v5Y91h1VfEVcjv7HRC0X3HPLgNAWR6rAEfGQeb5FXHD6zvkP+FXz47bifXbvudp+eim7zXe1tvGMwx0dR128Ud1OE1OY/re4ueTnWzd/WcquZoH+x4KX1523/S7ub3GkCpwQD5knmmfKA3nyI4W3lsjzYbMazKpzDbPLxbzSp2qfiSpc/xvyZf/dh80K/Xeem4Nyxf0tjlSBE+Ii80Tr+gWuOWsb7cq3q9TtLttkv+Lh37ckJ7tkN26a6LSw/b+5ZfmsvLLP7Bt5oP9Oa+PQzLuvxZEqcADuDQ8AOkHmAYBOkHkAoBNkHgDoBJkHADpB5gGATpB5AKATZB4A6ASZBwA6QeYBgE6QeQCgE2QeAOgEmQcAOkHmAYBOkHkAoBNkHvRQrdur/lS9B+iBkHmg1DGi/MB8HPW6aI7fzXsiechYb1Pwor+qXh7Zf+jzOfvtejzlipqhRAe6d6+QEJB5oNYIGnxHzpqSaKIxtOeT1Hu1fUl1ir1Ck+SlRuYd6UvIPPg/kHmglpdor5xVEH0uxN1JRH1e8S4ca2TaAmv9nBFvGZ7VpVN6ExVZK+NpWjpl5JXjuS38d8g8UOtHorly9iwltwlRSTTG+rLP3alE1rcSrSBaaH0fxE+D6DHryvFGHlZ0Ktku9HjIPFAsnYZYX+r1K1GeEH8PpZRm+cDBJBprjhMo+bZcySO6Zo5G5k1RsVVIBMg8UMxrvy73FlGNEF8RvR14ZDL1MiPuUO1Re6GA6Io5Gpl3qLu3CYkCmQeKGU9uC4zBP4JSO60ErAs8spLo23su7Kgb3pV5rd29TUgUyDxQLZ0evivE90QlRpFDIarlJRd2vueZONBcsDMvWeF+oWdD5oFqpURHhFhEdNwopoZm3lZjyb9llCyGPx7MvEfUbhl6MGQeqPYD0WLhG0ZPm0U20Z6TXa4aSx4j7kbPrapp9C8OZt6jSncMPRkyD5RLozRRS1RhzousdzLuVUeUcUxOi5F5EDVkHihnPLltmE1J1hGV7UTlgfXdn2zwW4/ah5bFNGQeRA2ZB8oZT26LB9EEa359AA2+JJebHqTpxjCf6KRcaE5G5kHUkHmgXho9QLRJzr1EL54zJ388Q/S1Ma4jWmU9cnYkyfc5kHkQBWQeqLfECLN+N+S8fQxRX162KrsvUaG50DiAklwff/EOJ9FTRKPKWpF5EA1kHqhXb2SeO1Bcm2yfU+lTbH3KVmzrI+uBH7WkGsNFZB5EA5kH6vnTiPZ0lXtnpvcb9tLCxkDd+PpzA1NeWH3ZmL05vbgNmQfRQOaBev4MesinehOgCWQeqHcwcGM8gJhD5oF6uUQNqvcAukDmgXL1vWi06j2ANpB5oFY9T+1PtEP1NkAbyDxQq9Y8hpLjV70N0AYyD9Q6NW7Ak5UdqncB+kDmAYBOkHkAoBNkHgDoBJkHADpB5gGATpB5AKATZB4A6ASZBwA6QeYBgE6QeQCgE2QeAOjkH+lxELG1R3RDAAAAAElFTkSuQmCC" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Line Plot --- .left-code[ <br> ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp, group=country)) + geom_line(colour="grey80") + *geom_line(data=gmPT, * colour="blue") + scale_y_continuous(limits=c(0, 85)) ``` ### Used `geom_line()` twice See "`gghighlight`" package ] .right-plot[ <img 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" width="100%" /> ] --- layout: false class: inverse, center, middle # Facetting Plots --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - By Continent --- .left-code[ ### Facetting by continent ```r gm[continent!="Oceania"] %>% ggplot(aes(fyear, lifeexp)) + geom_boxplot() + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(40,85)) + *facet_wrap(~continent) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - By Continent --- .left-code[ ### Adding Portugal ```r gm[continent!="Oceania"] %>% ggplot(aes(fyear, lifeexp)) + geom_boxplot() + *geom_point(data=gmPT, * shape = 4, * colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(40,85)) + facet_wrap(~continent) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - By Continent --- .left-code[ ### Reduce outlier size ```r gm[continent!="Oceania"] %>% ggplot(aes(fyear, lifeexp)) + *geom_boxplot(outlier.size = .5) + geom_point(data=gmPT, shape = 4, colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(40,85)) + facet_wrap(~continent) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - By Continent --- .left-code[ ```r gm[continent!="Oceania"] %>% ggplot(aes(fyear, lifeexp, * colour = continent)) + geom_boxplot(outlier.size = .5) + geom_point(data=gmPT, shape = 4, colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(40,85)) + facet_wrap(~continent) + xlab("Year") + ylab("Life expectancy at Birth") + *theme(legend.position = "none") ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: false class: inverse, center, middle # Exercises ### Double Click on "`ggplot2-Exercises.Rproj`" ### Open file "`ggplot2-Exercises.Rmd`" ### Complete "Exercise 2 - Europe" --- class: inverse, center, middle # How does Portugal perform on health and wealth? --- <div class="gapminder-logo-right-top"></div> ## Health versus Wealth over Time ### We will only use data for 1960, 1980, 2000 and 2015. ### This is essentialy a subset of the famous gapminder plot .pull-right[ <img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABXcAAAPdCAIAAABOY8yKAAAAA3NCSVQICAjb4U/gAAAAGXRFWHRTb2Z0d2FyZQBnbm9tZS1zY3JlZW5zaG907wO/PgAAIABJREFUeJzsnXd8W9XZ+J87tLcsz3g7sbP3YCUkjGZA2KustoTZwtvSwcsPaIH2ZbTl5aWUllKgQIACYQXCCDSBJJBFnJDpxCPxiuWtrSvd/fvjOIqs5SXbsnW+n3zyka/OPfec8+i50nnuM4i6utqysomAwWAwGAwGg8FgMBgMBjMETp5sJkd7DBgMBoPBYDAYDAaDwWDGCdjKgMFgMBgMBoPBYDAYDCY5YCsDBoPBYDAYDAaDwWAwmCQgyzIpSdJoDwODwWAwGAwGg8FgMBjMmEeWgZRlebSHgcFgMBgMBoPBYDAYDGYcIGMrAwaDSSMc/sCBplYR+3Bh0h4XE2z3+EZ7FBjM6NPscAc4frRHgcGMMgzHn3S4R3sUmHECjpjAYDDpxWcHa/c2tu5tsI/2QDCYUWbjodrPDtQweHOFSW+aHe7/HDm+o655tAeCwYwy22ubvjxyvMXpGe2BYMYDsox9GTAYTDohyhIABHhhtAeCwYwynCjKALwojvZAMJjRhBPE0P8YTDqDtIDFuoBJBjgvAwaDwWAwGAwGg8FgMJhkIdMpGzHx55ffKc7LuXrluQAgiOIf//nWzMllq5edGWrw6ZZdB6pP3H/bdSRJAkBLe9eGr3dWn2j2MoxOo5lSVnjJeWflZWWE2ts7uj/ZsuvY8UaPn9GoVCX5OSsWL5w6sQi9iy4xd1r5yiULI0by+bbv9h2p+e/bfkjTFAC89uEXLe1dp98miHPmTV8yf2aC8YcT7/RNO/bt3H/k12uu1aiUoTePN9n/9f7nt119UXF+TuJLx7scLwifbd29a//RbpdHrVJWlBRcvOyMorzsmGsuy/JT/1o3ubTw4qVnEkTMJmlHvIWFIYhyEHKMoPJw9cebd1zxg8Wzp0wc2vwwmD5IkVtZOLIsf7Z197bKg063z2o2nDFr6kVLFyloOgmzxWDikJrfBR9t3nGktj78yIyK0vBfShhM0knBL4Vwtu45sPW7g79ec41WrRrkDDEYzJCRZZlOTV8GQRCr6hp9/gC6rXh9TF2T/Xhza0VJQXlxPmpTVddY23DSxwSMel1Nw8n//de7HM9nWkzTJha7PL7dB45+X1V7/+0/LMnPBYC6xpan/rWO5XiryTClrMjp9h6urT9cW3/TpT9Ytmh26BIN9vb5MyoyLabQSDodrg++/EYQRbfPn2E2CoK45bsDFEUaddqeFgThYwKJxx9+PN7pnQ7XiebW3QeOLl04K9R+4zd77B3dbp8/8bnxLgcAb3369de7vjcb9FPKCruc7srD1fuP1v2/O64vLciNXnYmyFbVNVbVNR5vst9x3erw74P0JMHCDlqUg5NjCI/P/+qHX35fVQsA1fUnsZUBM6ykzq0snLc//frL7ZVZGZZ508tPNLd+tHl7l9N169UXJXHiGEw4KfhdgPD6GaRWANDpcMuynBH2AwaDSTqp+aUQorm1442PNwmC2NHtLJ6QM/T5YjCYQZOiVgYZZACIGJksyy+t+/T3P/+JOmz3K8sgy/DKBxs5nr965bmrlixCx7+vqn3hnU+q6hpL8nNlGf71/kaW41efd+blFyxGT+kPHDv+3Jvr//3J5jlTJ5oNenSWIIjvbdx61w8vCfX/7satgiiiq4cGlpdl+/1//Xig4098+jnzZ3y5vfKbyoOhu7CfCe4/Wmc26meUlyY+N+7lZNi1v0qv0zzxq1vRoh2uqX//P9/Ec2AJfRgOHDv+xD/evOfmKzLT+/dKvIWFIYhSlMR4Jya4XIjPtn73fVVthtnY7fL01RaDGSopciuLYOf+qqK87AfvukFB04Ig/vYvr2zfd+SG1Rdo8JMrzPCQgt8FiBsvuQC9+GrX969/9J+ivOwfX/6Dfk4KgxkEqfmlgOAF4YV3PhFQWgH8+wiDGVXGXvbHTqf7rU++ijjYaG9r63QU5+eETAwAMGfqpL88+LNV556BGrR2dufYrJdfcE4oEGDW5LJzF8wSBLHyUE14b98dPFbX1JN/vq7JvudQ9fBNJ5yCnMzSgtwTza32jm50ZNeBKkEUF8+bQZKDjF4gCCAAOE7wnHrWMb285OGf3TyxaELM9uEfhua2zt8/t/bo8cbBXTqdGQ5RhlixZMG9P77q5svw70hMijKsn3/EQ3fd+Js116IQCZqmcrMyAMCJizJiUowR0AXE/qN1b27YlGkx/fInV6mU6e6EiEk1RkwR3vlsS0t7V5o/HsNgUoQxZmWYUlqYY7Nuqzy4/2hd+PGTbZ0AUFFcENFepVQimwJqMLmskOidbGByaSEANLd2hI6YjXoAeOfTHkMGeoEOhsNy3LETTcdONFXXNwdYbqATiXf6uQtnAcC3ew+hP7+pPEQQsGTBzP6cG4+lC2dzPP/gM//65zufHKqpT5yGI+Kz4GMC//vKu99UHur3zNKOQYty0B8hs0E/s6KUwGkzMCnASN7KwsnKMOu0avTa5fEdO9FkNRlybJYhTQaDGQIj/10QotPpfv6tDZIkq9WqPYeqUzbZFiYdGK0vBQA4WH1i8859SxbMLC+J3A5gMJhRgZakMWNlUCoVt11z0WP/ePOVD7547Benn8YzQRYAQj86o0ENzAZdxHF0CnoXUZSXXVaQt/dIzXcHjwFAXZN9/vRyXhBdvZ+SdXS7/vji2+j18nMWXHfRsgFNJN7pi2ZOeeuTr3Z8f+Sq5UvsHd2N9vbpk4ptvY2yA730VSvONRl1n2/9buf+qp37q2wW042XXDBrclnMxtEmJ1GUXvlg49SJRRlm44DmmCYMWpRD/AhhMKnASN7KYtLa2f3X19dzPH/PTZejNMAYzKgwit8FsiQV5mX5mEBrZ/cbH29qau34yRUrhjwhDGYwjNaXgsfHvPze5zaL6YcXnffGx5uSMRUMBjMkZFmmx1boUmlB7uplZ360efurH24MHVQqFADA80K8s1RKBQD4A8GI414fAwAqZa/M5NesXHrg2PH3vtgGskxT1DUrl765YXPEiVaT4dLzzwYAgiCml5cMdBbxTlcpFWfMmrLluwOHauqrjjfCKevvUC5NEPCDs+dfcOa8o8cbv9l76LuDx/6y9oOH7roxZvbHmI4tapVSnfZpIOMxaFEO8SOEwaQCI3kri0CS5I3ffLd+03a1SvmrW66ZUlo4pJlgMENjFL8LsjIsD955AwB4fP5Hn1v77d7DVy8/V6/TDGU6GMzgGK0vhX+9/7nX77/v1uvw71UMJnVI0eyPCbjkvDMPVp/Ye6QWGRcAICvDDKfCImKSY7MCQGNLe8TxptYOAMixZYQfzMowX3DW3I3f7AGAFYsXZlrN0R3qtJoIR68BkeD0cxfO2vLdgS3fHTjRbDfqtXOmTBripWVZJgiCJIlpk4qnTSouK8z794bNuw8e7aeVwWoy3H3jZTpNXD+RNGfQohziRwiDSQVG8lYWjs8fePb1D2obWxbOnHzjJRcYQmnJMZhRIhW+C4x63fTykm17DrZ1OydiKwNmNBiVL4XvDh47cOw4QcCzr38IABzPA8CfXnr7hxefv3j+jEF0iMFghs6w5GXw+U+XdRRFadf+qg/+880X3+7pVQh3CJAkefs1FykVNLqPAMDEwglatepQTX2j/bQdwecPPPPa+5t37gOAssI8o15b03DywLHjoQZdTveW3fsBYM7UyFqAq887y6DTGnTaS84b6aLTxRNyivKy9x+t8/iYc+bOoKgh+QB/U3noZ79/9mD1idARi1EPAME4AW9S7w9DeXH+7352MyoFihkoyRUlBjO2GL7PvyzLT7/6XqO9/Wc3XHrXDy/BJgZMijN8unC4tuF3f3klPLdUZ7cLAIxYKTCpx/ApQl5WxvzpFbOnTJpcWji5tNCk1wFAcX4uTtaDwYwuSfZl8PkDT7741v/84hYA4AXhseff1Os0FcUFTrfvTy+9c83KpWfPnTb0q+RkWq9ZuTQUeaVU0JdfuPjNDZsee/7NRbOm5NgsPia4c/8Rt9eP8jvSFHXdqmX/XPfps69/sGDG5AnZNofb+92Bo0yQXbZo9oRsW0T/WrXqtz+7CQDi1UXrcrr/9ub60J/lxQUXnj0vullHt+vPL72DXpMUefkF5xTkZvZ5+rkLZq796D/ReXH6vHT05SZk2wRB/L9X35tZUVpakOf1Mzu/PwIAs6dEGlYQ4R+GpQtn3XjJhXhvDLEWNuQJMmhRDkiOMR1PMJgRY9RvZeEqUF3fXH+y1WIy7DtSu+9ILTpI09QVFy6OztSLwSSRVPsuUCnolo7ux/7x7/PPmGM1G6rrm4+eaCrKy47pg4nBJJGU+lLIz8n82Q2Xhv586d3Ptu87fM2Kc4vzc4Y+UwwGMzhkOdlWBlGSxFP5jbd+d3BCtu22ay5Cfy5bNPuJf/77jFlT+rNxpSnKqNeFMg5q1Cq1ShmegPC8M+YerD5R19iiUSsB4IKz5tI09dGm7aEEtpkW05qrVp4zr8dX6sw50yiKeu+LbbsPHEVHtGrVZRecE/JWiLhEeCEcq9moVilR1ABN0ROybS3tXZWHT9e/5HghwspAU3SOzdrW5ag6VQmSJImz50wryc/t8/Qz5kz7cNP20oLc7N5W2ASXjne5M2ZPfeDO6//9yVcHq08gjwajXnvTpRfOiWNlQJULlArFLVeuWDRrSsw2aUW8hS0tyO3PJyGmKAchx2grg9moJ0kiw4zLNWGGlxS5lYWrgIKmlQra6fbu3F8VOqhUKBbPm4GtDJhhIjW/CyYV5//qlqvf/HjTZ9t2oyNTy4p+fMVyXIMIM3yk4JdCBBlmI01TxqiM7xgMZmSRiZ07d5xxRtLiAtxe/5MvvvXEL28FgJff+2z+9IrwcgZ/+Pvrt119UU6mtT9dsRxHU3TIJBFgOZVCEV5ZV5JkjufDE73IMnQ6nD4maNBp4tnyO51ur49Rq5Q5NmtEnd7oS4QuxPK8ZgQzynA8T1N0EssIe3x+h8ur02kyTIYEmdhlGf6zvXLapOJo/w7M4Ei6KEP4A0GcL2MQvLZjvyhKZVnWcyuKR3ss45/h+/xjhs7aHfsFUbpy/lQTvpMMP8OqC90uDxMIZlhM2jgOmJgEHO9wbK1uyDUZVs6MzBSASToj8KUgyxBk2XjOyJgEfHqgpt3jWzq5pDQTB5tghkp19TG671aDh4jY0MoyQL9vLCplr1199CafJImIXLIEAVkZlqwMSECmxZRpif0EOJ4dgSSJkTQxwKmqGUnEqNcZ9X2bdQkCfnDO/OReOs1JuihDYBMDJvUZvs8/BjO2GFZdyDAbcbVpzJhgBL4UCCJuvDMGgxkxZBmSnP2RIAg/E9y5v8re0V1Rkn+w+nS2xZb2Lo/Pn2XF5jEMBoPBYDAYDAaDwWDGJXKSfRmMeu3Nl/3gRLP928pD9o5ut89/7oJZ+TmZDSfbnn3jw5suuSDkJVXX2MLxAnrNcrxWg+2OGAxm2PF0OwVJ6pClaiU12mPBYEYTj8PFi+KJJrtWiV1OMOlLq8vrdjgVPFddjz0EMWlNe0enmwk2Nqt5n2+0x4JJOfJzMgfqRk1s3779rLPOGqYBOdxek15HUaS9o1sQxcLcrNBb//P8G50ON3otiGIgGFSGhUhQBEHg/EUYDCbZSLIsSjJN4VQBmHRHkmVJkmlcSAiT9giiRBIEziCDSXMESZJlmSZJvAXDQO/KgwGWvffHV88oL+n/6ceOHaUBkhkxgfAzQYfHOyErw2oyNLd2bN1zUBDEKWWF4VaGh+66MfT66PHGZ17/cOH5S0JHLpxWVmDF+fNThb3VDfNwqrx0YhxLvK7L2eUPKGlq7oTs0R5LajGOhY6Jya4GOxAwNz9bSWG/nnQBq3k0DiZY0+mwaNQVWf3KTT7mwEJPNwYt8SNtXV6Wm2SzZOg0yR4UZnhJupqzgvjmzgOhPw99s3MQnSQ/++Pn2777dMsuk0EnStJ1q5a9uWHz+WfO1aiVX3xb2drZfdkF5yT9ipjhBn8/pRvjWOKo1K6U1Hw044NxLHRMTEiSQO4MgI0MaQNW82hEWQIAcfx+KWChpxtY4mlIagqdTO591e31b96578lf3/bYvWuuWr7k2dc/uOWqlSsWLzh3wazf3Hrt1u8OhnIxYMYQ39c2jvYQMCMKlngagoWebmBbWxqC1TwNwUIPp/37r4+te9p1/NBoD2QYwRJPQ1JT6GRyIyZa2rvKSwr0Wg0AzJtWoaAV5UX56C2NSpmXldHldCfxcpiRYUZp/mgPATOiYImnIVjo6QaJI2/TD6zmaQgWegj77s+PrP0vIvDE7j/f6G053vcJYxMs8TQkBYUuy3KS0z4pFTTLcug1LwiCKPDCaecFjueViuTHaGCGm5rmttEeAmZEwRJPQ7DQ0w3sy5CGYDVPNRwOh8PhGNZLYKGH6DqyteTskxXLu7Kn+hw1+0Z7OMMFlngakppCT7KVoTAvq6Glbe+Rmo5u51ufbDYZ9N9U9nglNbV2uH1MhtmY3CtiRoCS3MzRHgJmRMEST0Ow0NMN7MmQhmA1TzUefvjhhx9+eFgvgYUeInvO8rotBYc/yms/YrBNXTTawxkusMTTkNQUepI9C5QKxV3XX/rexq0Ol2fm5LKHf3bzU/9aV3m4WqNWNbS0rblqFS6OMhaxd7nKJmT13Q4zXsAST0Ow0DGYcQ9W8zQECz1E9pxl8+55xVl34OzVS3XZhaM9nOECSzwNSU2hJz9+YWJh3v23/zD056P3/OhYfTPPCyX5uUa9NumXw4wAGSb9aA8BM6JgiachWOhpB0EADppIM7CapyFY6OFYK+ZZK+aN9iiGFyzxNGTYhT4oL4Ek15iIcQGSnFpWNGtyGTYxjF18THC0h4AZUbDE0xAs9LQDmxjSD6zmYwVJktrb2zs7O+X4eipJkt1u7+zsTNxPQ1Nz4n4AwOPxNDc3syw7+BGnAF988cX69esTt3n//fdHZjCjCFbzNCQ1hU4nt8YEZlxC07icenqBJZ6GYKFjMOMerOapT2dn5/PPP79x40ae52VZNhqNV1111R133EFRFABs27bthRdeWLt27SuvvPL22297PB5JkrKzs9esWXPFFVf0vx8AWLdu3d69e++9997HH398586dAKBQKFauXHnfffepVKqRn/gQkSSptraW4zhBEGiaZhiGJMmmpqasrCyz2cyybENDQ35+vt1uR+39fn9jY2NRUZFOpwsEAgDgdDotFgt6odfrGxsb8/Pz0ZGxxaDVPFOvBQCDWpnU4WBGgtS8t+OKD5i+oakkZwnFpDjjWOImtdoZYHVK/CUayTgWOiYmGgUtyaBMyZ8mmGECq3k0OoWCIgmjKiW+FFiWveOOOzIzM1999dWysjKO43bt2vXII4+o1epbbrkFAILBYFtb26OPPsowzIsvvlhcXOxwON59990nn3zS6/X+6Ec/iu7HnJltUCsj+gEAr9dbVVV1++2333TTTY8//rhCodi/f/+jjz762GOP/f73vx+1JRgs27ZtO+usswBg8+bNy5cv37Jly5EjR1auXPnOO+/MnTt306ZNq1at+vTTT5ubmwGgurp68+bN55xzzptvvrl06dLm5uatW7dedtllR48e3bp16+zZs1tbW88///zXXnvthhtuyMxMxbx6CRi0mmfptVnY8Xxskpr39tQZU694D0HCHhYpBBPkRnsImBFlHEs8x6g7oyhvSpZ1tAeScoxjoWNiYqao2ROySJySOZ3Aah6NVqlYUJCbbzaM9kAAAL7++uuurq6nn366vLycoiiNRrNs2bJrr71206ZNoTZut/vkyZN/+tOfSkpKCILIyMi4884777777n/84x9dXV3R/QQ5IWY/ANDa2nrnnXdeffXVer1epVItWrToZz/72caNG8di6MTnn38uCIIgCF9++SU6snLlyunTpy9duvT555+/4YYbZs2adc011xgMBgD49NNP77jjjpkzZ65Zs+bTTz9FjefOnYterFq1asmSJTU1NR6PJ+T7MIbAap6GpKbQU8fK0MuswInSoHvhRAkbKZKL1agLvfZyAsOLoziYMYcM4Ahwg/tMjtZqh0sckyZgoacbWOJpCBZ6ilNQUPC73/1Op+slJpvN5nK5wo+sWbOGJHv9gL/uuutUKtW2bdui+wkJPbofvV6/YsWK8CNTp06VJCmiWepz7NixiooKs9lsNptnzJhx5MgRAFAqlQBAEARJkjzPA4Asy8iAolQq0RGO41Azvb4neZ5er//www89Hs+FF1545plnJs5nkZpgNU9DUlPo4yFiQgZwBbkuhnMGOVaQZACSIOblmjXYETRJtHQ6KwpzASAgiN+3uUiCOGOClSZH5wkYL0kgg6Iv1yBBkkVZVvXVTJJlTpTUw/lRafYwDS4mU6uaYhvYo5IhrnZAEP2cyEsSSYCCJA1Kus9FC9HS6SyZkO3nRU6UZFlWUqRGQQ1UoQKCiHVwDBFSc0yagCWehmChpzjTpk2bNm0anMoacPLkybq6uk8++SSi2axZsyKOKJXKioqKurq66H6+2b2XEoIx+yksLIywViDDBMel4nPRBGzYsOGee+5Rq9UAUFhY+Oyzz06fPj307vLly995553Zs2e3t7ejtBRXXnnlCy+8MGnSpLq6umuvvfbw4cPhvWVkZDQ0NDgcjpqaGpvNNnv27BGezhDBap6GpKbQx7yVoTvA1bv80c97sQ9oEinOtaEXyMdEkmVekmhyFDaQrChV2p1AwPxcSwILgiTLe9ucnCDNyTHrlYk+5Afa3V5OmGoz2rTDFZPJChIAsAN3zxn0ancwbLOb8UcphVFFFxq1Vk0fM3UGeUap2dXiiDiuoak8gzrPoOlTuQKCWN3t9bBCsVlbaIwR49fiDZz0BhJnniUIosikzdaNvRxUY5SQmmPSBCzxNAQLPcWRZfmzzz7797//XVdXZ7PZbDZbRUXFWWedtWPHjlAbrVYbevAejk6n8/l8/e8HABQKxbBOZ8T4zW9+E3qtVqvvu+++0J/l5eXl5eUA4PF49Ho9sqrk5ub+/Oc/93g8q1atAoDs7GzU+PzzzweAGTNmMAxD0/Tq1avHnMEFsJqnJakp9DFsZRBlubrb18X0BI/pFHSGVmlQ0gqS1Cqo0XrSPsKwgtQd5MwqhVYxjHv+mqa2GWUFw9d//xEkSZRlkKGLYScYNPGaOYM82tt3+NkEVgY/L3o5AQBYcZzEgMgA1d3eDn+PUtAkoaIoCWRWkCRZ9rDC4U7PBIOmzBLXsarO4bP7esrhkAShokiC6IlCCgjicae/w8/OyDIl0C+7L3jC6ZdkGQB8XOyFbfYE+hMV5Qxy2MowYqSOmmNGBizxNAQLfRRZv379li1bnnnmmYjjRFhulFdeeeWVV1657777LrjgAo2m50fOhg0bwq0DLMuKohgqFRHC6/WGdsvh/dTZu5DQI/pJN4xGY59HQmi1PQ9IlGMwVzRW8zQkNYU+Vq0MnCgd7vT4OAEAjCpFiVlrUo0Ti+yAqHZ4XUFeQ1ML8oax1s700vzh63xA6BS0kiI5UXIG+ERWhkCP7dkR5Eoh7o461MwyXsr21Lv8yMRgVClKzVrjKaWQZXAEe7x+WrwBBUXEdDGod/mRiUFLkyUWvVWtDP348XJCs4fpYjgvJxzu9MzMMkYnjeNEqbrb5+wrAw0nSsjEUGrWUfGtFQRAxrA5mGCiSR01x4wMWOJpCBb6KMIwzL59+yIOut3unJyc0J9vv/32Lbfcsnr16vA2Xq83/E9RFPft27dgwYLwgxzHVVdXr1y5MrqfkNAj+sGMV7CapyGpKfTUyf44ACRZrurqMTEUGDWzs03paWI4zTD7beyvbRreCwwEq1oJAC6Wl+Kn5HEGefSC4cUEoQqOIAcAKpocVk+QEYPhxZOeAABY1MqZWUZjmFIQBGRolHOye+JHmtyB6GXxcULzqdNJnydDoww3IxiU9FSbsdikBQAPy4f8HUJ0MmxlqxOZGKxqZYKMDEhzFSSRb9Tk6tXx/uXo1QpyTN6gxigppeaYEQBLPA3BQh9F8vPzGYZpaGgIHQkEAg0NDcXFxehPWZZdLldGRkb4WSzLRudTePnllyOyEq5fv14QhKVLl0b3g4Qesx/MuGTQat7m9R9q7WSFceLem1ak5r19TP6Ir3X4PawAABUZhhJzKibVHDEmZxjKrfrpmXGdvpLCnPKiYe1/QFg0CgCQZNnF8jEbBAUxEHaLDDksRCDKspvl4ZTZYhyAvBhokphs08esTkeRRLlVDwCSLHf6I+tUNbgZAFCQ5BSbYW55ccxLFJq0aLma3Ey4lafVFzza5RUkmSSIMotuepYxgZMCsjIkzpcxfPg47vuW9laPb1SunsqklJpjRoDcXFuT0zPao8CMKFjNoxEk6Xi3yxUY9tqNCxYsMJvNf/rTn7q7uwHA5/P9+c9/Zlk2VOWBIIgzzjjj7bff7ujoQEeqqqp+/vOfB4NBhmEkqefZgE6nczqdDzzwAPJNEEXx448/fuaZZ2677Tar1Rrdz5zyopj9YMYrg1bzbn/Az/E+duylosCk5r197FkZPKzQ7g8CQCHODAegpMgcvXq4M/lXVtcPa/8DwqJWov2rMxDbyuA45ciAcgeE/BoicAV5tE3uMxviWMGootU0WWbRJ3AB0Ctp5Ljh4XotiyDJyBwzwaimSSKBxAtN2p72YQvLixIAaBXUnBxTgkgWhI8fTSuD3e1nBdGOrQxRpJSaY0aARofb7vHhx1ZpBVbzaFwBttPHjIDpWaPRPPHEE8eOHVuxYsWyZcuWLl365ZdfPvjgg6WlpaE2jzzyiF6vX7169erVq5csWXL33XcvWbLkmWeeEQThBz/4ASrQSNP03/72N5Zlly9ffskllyxbtuypp5668847f/KTn8Ts55zFi2P2gxmvYDVPQ1JT6GMvL0O9yw8AWgVVZIoRWI4ZDuZXlIz2EE5Dk4RRpXCzvCPAxcwkMebXAAAgAElEQVRiiHbLGpqyaBR2bzBemgDUjCDArB4n4TZWjXKhxtpnMzVNMbzIib2cLR0BDv2dqVVBQokbVbSKIllR6ma4jFMGmkKT1qJR6hV0LBeKSEbXl0GWJYDE1S3SlJRSc8wIQBCELMtjsRo8ZtBgNY9GBhlG6kthwYIFn3zySWVlpdPpNJvNc+bMiUhAaLVa//nPf548edJutxsMhvLycpTlcePGjV6vNzc3t6WlBQBsNtvTTz/d1dVVX1+vUqkqKipUKtWA+gGANWvWrFmzJmKEWVlZlZWVw7oImOEGq3kakppCH2NWhoAgIi/3YpM2ubkIeEkKChIvShRJaGhKGb9KoijLVNheKiCIQUEiAJRUH+H94SfKMjC8wEoSTRBKilRHOSPIAAwvoK2gkiK0CjrefCPGE/tyAAwvcqJIAKGiSE0/0hCIkswIIi9KNEmeaG6dPbFfmUvRvDhJBgDVQBYEAARJZkVRSZF9RuNbNUo3ywcEMSiIEUsnA6BICqtGaVEr7N6gIMleTjBE7WmRy4NJpYi5emjFeFGSARQkoUu4fx70RE73ELbaw10hBUU6RMwH1dpQUSTyizlQ1zRrYmG8HsxqZbs/iE4JEb3CMREkOShIMHpWBkw8EgsdM/5IkNoGM17Baj7qaLXaJUuWJG6Tn5+fn98rl5ter4+uXolKVPbZz4G6plBBipj99B9ZlNz7jnVv/d6z5yhT18R1e2VBBJpUZRi1pfnGhVMzzp1rmjeZiP8TGjMCYDVPQ1JT6GPsh34XwwEATRIZmqTFSjgCXLMn4O4d5K9T0IUmDXquG067n63u9hYYNSVmXbufbfIwAf60u6mCIrN1qkKjNnqXGDqx2Kxr9jAt3iAfln5PQ1O5BvUEg4YAEGW50c20+YKCdPonIEkQmVplkUkbsam2+4J1Dl+RSRvh2RE+zpOewElvr8KBCpLM0asKjdqYwfMelm9wM+4gH7o8odJUdXlKE6bA4ESpwc10MqwYNuyeC5m00Tv58BG6gnyTh3EFeQBQUuSiCdbEm2yrWoEcgxxBPk/fa0E8LLIMgEWtMKsVJEFIsuwIcBF74AAvBgURYiVlYEWpyc10MmzE+mdolEUmbbTdZCgTgZirTUCGRpl4tQeNDODnBABQ071+BDC8CABaRc8qTSuZkKATtAiBQTlaI9sETRIampIBfJzg5wRektFBnYIyKBX9cYjAJJ3EQseMP9DtcbRHgRlRsJqnIUkReqCpreGv77a8/rlSSWdYtJl6lS5Do5pgAIIAWWaDAmNvcb1+/OBf17Ecn3/jyqJ7rtYW5Q79uphBgNU8DUlNoY8xK4M72POYOvE+RJahnxuVOqfP7u3Jlk8QQJOkKMmSLPt54WiX12sQSnv75HtYHgA8rFDn8KE0+yRBqChSkmVWlHhROukJdPrZ6VkmnSJy9wsAblY41uXtZFgCQENTFEnwosSKUkAQTzj93Qw3NdNwsN3j51ESflJFk5Iss4IkynK7n+1iuOlZxvCCGqfGE5l64PTlur0oKaCKIhUUKclyQBB5SWr2BLoC3Owsk6K3yRmZLdBrkiCUFCnLMitKXQznDPAFptgh9x5WONzpRtvyngUBmRMkdCFXkJ+ZZYqwaIRWss0XrHX4Qj91lQnSBp5Cp+xx2ncGuDy9OvwtlKyBJAhkYjCpaGeQdwb5IlOvHhynwigikjK4Wf5IpwdNhCBARZEABCdKkix3Mmx3gCu36rN6ZwMZykQGt9pDwRHg0JY+okgksrloTpkeapvbpxTnxesENUOfedUAH1mgcAkNTTW6mVZfkIsqdUERRI5eXWjUKPDDkJElsdAx4w9sYkhDsJqnIUMUOtflPvbfz7Wt31pQmHHGghJ97x9dCK0OLBl6tMvx+4JNm3d++8onOZcumfzHu5WZ5kFfGjM4sJqnIakp9DFmZUDl97QJkx3ua3P5OEFJkRa1Is+gSeDI3eINIBODWa0oMmlDu3c3y9e7GA/Ln/QGDCo62qPBywlulqdJotSsy9KpUD5/TpTsvmCzm2FF6XCHe16uJdqjwccJHlnON2rC/R2Cgljn9DsCnJvl99idgiTrlPQkiy5UiVAG6GLYWodPkOSjXd4FuZaIDWy8n4o+TvCwsk2rLDHrQhkiRVlu8QYaXEyAF+uc/ik2Q6i9m+XRpldJkaVmnU2rRFNz+gPdnGj3BhtcTPRVWFFCJgYlRZZadDZNz1mCJLf7g/UuxssJR7o8M7NMsc4V65x+AMjVq7N0qsSxKuFYNMo2XxBlcAy3KKEsDCYVjcZg0SidQd7L8oIkh4vDEeABQN27hmVQEA93ekRJVpBkiVmbqVMhFwxJlh0B/oTLHxTE6m6vmiaNUZVTBzGReKsdFMST3kC81R4KkiyjtCYamjL3duIQUBjFqTEX5mREnx6CPhUJIkiyaoCJR5GVwcsJoYALFd0TWsKJEidK6PPZybBTbUajaozdoMY0iYWOGX8QOEFJ+oHVfKwzb968J598ckCnDEXorR98ffiuP03IMS1bOkXRvzhHnV49ZXLexNLs2n1Htk67btrffpN39fmDHgBmEGA1T0NSU+hj7GkhJ4oAkGD/Jp+yRHCi1O5nv29z1Tp88R7YoH1Orl49M8sU7iBgUilmZhmReaLJHYg+UZJlkiBmZZly9OpQyUAlRRabtFNsRkBe954YW0RJlnP16lKzLnzHq6apaTYj2u6ivfqsLFP4PpYAyNSqUM9oXvGmH325DI1yqs0YXoSCIohCoxYVAuhkWDbsYfIJpx8AaJKYnW0KWU8AwOH2TrToURHEaE44/WjYc3LMWdrTZ9EkMcGgqcjQA4AryHfHqigZFCRZlqdlGidZ9SaVop8mBjgV6RCqRongJQnJNOShgJrJAK6wHJDSqbMsvXfax51+UZIpkpiVbcrRq0NRHiRB2LTK2dkmNU3KADWOGJmoBzGReKutpqkEqz0Uqrt9KDKizKKLMIChMJPQlNsc7gT9hIxcg3gW6gsZFyhyolV/5gTrojzr3Bzz3BzzGROsC/IsyDmFE6Ujne7BBWVgBkdioWMwmHEAVvOxTkZGxoIFCwZ0yuCELktS1b3PHP3pnxfMKZo6dUI/TQwhFEpq6pS8hfNKqv/rf4/811MyLp85gmA1T0NSU+hjzMpAEAQkfPxCAMzLMU/LNIae3rf6glVdsUuCT7ToZ2WbJsXazpEEgTId+Hkh2qkbAAqNGl2se65Nq0S+D22+YMwtWIExhhs8QUDuKSe0XL06ZvI/i1qBLBHxiibEpCROeH+eoedyoWgLhhfRFj06+4PVoAOAHL06dFYITpS6GBYASszamM7zmVoVWiiUUyOafKNmELUkLeqe6H1H2GqEaiuGzAdaBYUSEISXXXSxPNoeh1+XFSVkByk0xki+AABKikSLyfCiOypEZaATSbDaiJirPWgkWa7q8nYyLAAUxBonWpCQVwiSeDxCH8/wHBz9hJMkALBqlPNzLXl6dURYhIamJlr1U20GAOClHs8LzMiQWOiYcQjOgJJ+YDVPQwYhdFmU9t/wsOujLYvPLjfHKubVT0xm7eKzJ3k+/fb7ax6UY/2WxgwHWM3TkNQU+hizMqA9ScxtfwglRWZolAVGzfxcC3pi3x3gTnpiuCTQJGGKcn0PEQq1YGNdLidWZBoC2QsESfbxQsRbqljlJBAh54UEIR6oTeLph5Og7AXKChHeG9o5EwDZusipBdienXx08IgryMs9ySnj5uO0qhUA4OVi7MwBIM8wmOwD1CnZOcJcJJyx4iCQxaGXMSLAQ1QNS9cpM0S2Lu5EbBoVMgC5gjHmMqCJJFjtEAmWdEAwvPh9mxsZg/L06piGJ+RJEbKLhSQek5BtgRz4LmV6prEiwzA905ggbYVNq0IeDV0MF1P7MMNBYqFjxiE4L0P6gdU8DRmE0A/f9Uduz+Ez5pcolAOMioyCVtCL5pfy+48duvUxfM8ZGQat5uhRLoEN0GOQ1Ly3jzErg5oi4VSkQ58QBJRZdGir1uRhxL7ubjKAJMuhf6HnPNEPbNU0mcAl3nAqmNwXNc4EZ4X8FxLsvhRkT76DuHPoTeLMfDTRqzeUclITq4wiScTtB81Rp6ASbDhVFAVxjDVqmhxo+sAQyHzA8GKoZ+TlEREHgZ7bs4LEnKoGggwT5t41LH09lRcS5VMgiJ76i9GSHehEEqx2crF7g/vaXOhyxWbtxDiBGGgpQjqSQOIQphGDEJ1JpUhgxwkRMtnENOgMDRIA8FdoNImFjhm3YGVIJ7CaR0MAAeNaDwYq9Ia/v+/6fMe8OcVkknIwkyQxf06xe9Pu+r+ui9mgra3tm2++SdzJrl27uru7+3O5EydOVFdXD3iU44hBq3mB2ZBn1JuTV8UPM2Kk5r19jCVXs2qU3QHOFeRRZoT+nFJq1qGqhM4Ab9NGOooLktzqC3YHWD8v9t/9W0UlMu5SBKEgCV6S+ag4tAQGwv5Mhhjg92Bie2TEm4IoQxzDBB0/3SZygGcEcW+bK14bAa1DrNVVkIPXCqtGiTzqHQEuV68OxbZEhAOYVQqCAFkGZ5DTKjRBQUTR/pbezZCw+rQUqCgKgI+W7EAnkmC1k0VAEGu6fchpQkmR5VZ9goAOiiR46ZSkEkocwixT1LDd1LQKiiYJQZIZXgBI5hdetlHrZdlMnbbvpmlGYqFjxh8WtZqkCBU9xn4GYIYCVvNojGqlWaOyjYUvhWAwSJKkUtnf2Eyv12swGAYkdO/RhtrfvXD2WZNoOpnf7xRNzptTvP33L9vOm2+YXhbxbjAYRBYEj8dz8uTJiooKiqIAwO12t7e3T5w4kSRJh8PBsmxHR0dnZ+eUKVNIkvT5fCRJNjc3l5WV0TSNTu/o6GAYhueT/nyiFwzDVFZWSpI0b948g8EQr1kgEAgEAlardUCdsyzLMIzFYun/KX6/X5Kk0EgGreYGldKgGnAIMyYVSM17eypaPhKAtkmSLLf1OwOiiiZ1cZ4/ezmhstVZ7/J7WGFAEeZUXwYOiiRhUFHrowh6jh3TduNlYsSb9Jwlyeh/PyfE+8cKEgDErBcwFL8snYJCu3TkwhAzDgLCYitQagbHqWfj1t4uDxHpD+OBzALRkh3oRBKsdlJo8wX3trqQicGmVc7LNSfOGYGKUwaFHitDAonDqbKXBAGqpP4KiQA5lfTfc6efmNWq+QU5hRZjcrsdByQWOmb8oZDEiTbLOH6Ei4kGq3k0SoqanJVh0yW/dHTSefHFF9evX49e19TUsGwfv4TXrFkDAxK6LB++/fHyidna+LGcg0arU5VPyjl02+Px4ibq6uo++OADjuOefvppAKiurv7oo498Pt8rr7yCGhw6dOjrr78WRfHFF18EgM8+++z9999nWfbll18GgKampjfeeMPn87333ntJH3w4DofjwQcfpChKo9E88sgjDocjXsvOzs7Dhw8Hg8FNmzb1v//GxsavvvpqQEM6cODA3r17Q39iNU9DUlPoY+whhooiM7WqToZtcjPZpwoN9omSJPxw+jktQpDkwx0eXpJQKYQMjVJFk+G7PlGSd7XEvnf0GXyBGvRzeCkC1TsyPxybKa6lFp2lV9Lx0kwiyFOxBsnFqlG2+oLOIC+frmGpiF52i1rpCvLIBQaFS6hpKiJjRU/Ryr4qu6E979CtAwlWe4iIslzd7UNZGBQkUWrR9ydCQaOgnEE+FFSSQOIAwAgiAGhoaix9vjF9kVjomPEHlngagoU+bvj73//+q1/9qqCgoM+W/Rd6x8ZdfIO98OzyoQ0tLoVFtqYdte2fbs+++Jzod7/66qtbb72VJMni4mIA+OKLLyZOnNjW1nb8+HGO4wCgrKzM7XbX1NS0tbWhUy6++GKLxbJv3z4A2Lx586233qpUKr1e7zCNH/Hdd9+tXr367LPPBgCDwXD06NGzzz67o6MjKysLAOx2e15eHgCgIyaTqb6+fseOHXPmzCFJsrOzE3VisVjMZnNVVZXBYCgtLQUAhmFEUWxsbCRP+cYGAoGDBw8aDIapU6eiBpIk2e12QRDQEUEQqqqqVKrI33hYzdOQ1BT6GPNlAIBis5YggBOlmu4YBQVjguL2I7LZt/mCvCQRADOzTEUmrV5JK0iSIojwf/E6TJx/UZZBECUAoIcQDjDyoAQBXKxqQ/YuJ3ohR6X9C+00LWpFgn8xN/9DBz2fFyXZFeTcrABRHgqnmikAQJJlV5B3B3k4lZAyHDQRVugj1yAX67M0CBKsdojo1e4TQZIPdXiQiSFTq5qfZ+mPiQGgxwYUFETkzhCSeExQroTBmY36n82R61EibMoYIRILHTP+wBJPQ7DQxwe1tbVut/vw4cN2ux0daWhoWL9+/UcffdTR0RHRePe+/X7/6YJNDMMcP348Zrd1f3h5YnHm8CX/IwhiUomt7pGXYr4ry7IoigBw8uRJWZZVKtWSJUuWLl36ox/9CAVEfPjhhxRFXXbZZZmZmegUOizgiyAIdPpwh0tMnz79o48+qqmpkWV56tSpyNzw6quvCoIAAHfffTcSyosvvtjU1LRp0yaHw+Hz+bxer9/vt9vtdrv95Zdf/uabb/7whz+43e49e/a8/vrrAHD06NH7779///796Co+n+/xxx8nCKK6unrt2rUAsH///t/+9rctLS0nTpx47rnnJEn67W9/29HRUVtbi3oIgdU8DUlNoY+lbTBCQ1NFRi0AdDJsfwrdMbyIntBG1G7wcAIAGFWKeJulBDvAgCAmcOT28QJ6Tzfk3LwjiVZJAwDDi1LUE/bSvJ4besi8oji199MpaADw80Kf/h3DgflUPct6F4OGbdHEKBqiU9DI/b7B3ZME1BIVPoAmEhD6SM8RynY5xJEnWO0Q0audGFmGQx1uD8uTBFGeoZ9iM/Q/W0TGKetMV4CFMIlH4+MEFDGRMfD6o82ewO4Wx3Fn32ob4HtUTKsYY/5WY5cEQseMS7DE0xAs9PFBc3Ozz+c7fvx4V1cXALz77rtPP/20UqmUZfmee+45duxYeOOTdcfCgwjWr1//7bffRvfprzvpr2nKnTCAdACDIDvXEmhs81bVR7+1YsWK559//pNPPtm7dy9BEBdeeOFrr7321VdfbdmyBT3eR34BH3/8cUNDA5p4OMuXL//73//+6aef7tq1a1inkJ+f/8ADD3z77bcPPvjgH//4R4ZhAGDu3Ln79u07ceLEeeedt2fPHpfLZbPZUPuZM2cWFBQUFxfn5+cvXbrUZDJlZ2fTNH355ZcvWbLk2muvbW5uliQJAGbPnn3jjTci0wnLsrfffvvChQsXL15cV1eHulq8ePGyZcsuvvhil8u1c+fOxYsXX3DBBRdffPGiRYvCR4jVPA1JTaGPyV/whSatnxc7GbbZEwgKUrlVn6AuA9rSKCkyIlwf7e4SnOhMmNy+g2Hz4hSz7PCzAEASxHDECAwfJhUNAJIsdwe4iBqKRxtbZ5YVwKk10dCnK0qglAeyDO3+uAsyfFAEYVIpXEEebf5VFKmLsym1qpVt/iBqRhKEOcqXwXyqkmgnw8YrU+oK8mjnn6AAaj9JsNoholc7MY0exssJJEFMzzRGTzAxCoo0qxWuIN/iCeTp1SGJR9PkYQCAIoiYbiOJQdNo8QYsakXiPBF2XxC9GOhEMIMmgdAx4xIs8TQEC318cN5553388ceXXnopipj46KOPXnnlFYVCAQAmk2nTpk2TJ08ONS6bMe9vf37sRz/6Efrz888/R4kPIrC//Z8JE6zDXcWQIIgJeebWdZsNj9waOlhcXIyiJO6++26GYfR6PQCUlpbeddddfr8fJTVctWoVAHi9Xp1Od8kll1AUdc0116DTf/zjHwNAbm7uvffe6/f7L7roomGdgtPptNlst9xyCwDs3LnzX//61913333WWWe99NJLmZmZ11xzzVtvvUUQxLnnnht9rt1uf/fdd//whz/885//rKur27NnDwCYTCYUEhIe/yLL8rp16zQajdlsDsVQhBJJkiTZ1tY2adIk9GdhYWH4VbCapyGpKfSx58uAqMjQo71ZJ8PuaXXavcHoZ8KiJB/t8qJw/WKzNmKrpqZJAPCyQsyHyawoNbmZBANodDMx4yb8vNjqCwJAVr/TRqQIOgWNzCINLibief6M0nwAQJYdAAgv1aFVUEaVAgAaXH5UuyGagCC2eAPDlAszfK8b7aEQ9tbpzapJRUeLRqOgkO2g0c1El5AAAEmWT7j8AKCiyQQXigZ98CKmn2C1ETFXOwGiLLd4AgBQbNIObmdeZNICACtKNd0+JPFo7L5gF8MBQL5Rk8BCF488g1pNUwBwtNuLMlPGpDvA2b0BAMjQKIe1DAcmnHhCx4xXsMTTECz0cckbb7yhUCja2toqKyu//vprj8cT/u45c6fn5eUdOXIEAGpra61WayjiIJyuz3dkxql1nVxsGfquL2K7G5AkiUwMoT8jKjgYDAaSJGmajmkNiW4/HHz++ee7d+9Gr0tLS1EaCK1W6/f7W1tbUXaG2tracEMPgmGYZ5555v7776coqqioaMGCBbfffvvtt99eUFCAciuQYf6nH3744eWXX/7Tn/70iiuuCAaD0cMoKCgI+ThUVVWFvzUUNU/gYItJZVLz3j6WHraHQxLEFJtB56HQbr/O6Tvh8pvVCoOSVlAkCeDjhU4/h7aLuXp1TlS+3Eytyu4N8pJ0tMtbbtWHR9o7Alyt08cnDCDnRelAh3tyhiE8EKM7wNU4fJIs0ySBwjrGFiVm3aEOd0AQD3a4KzIMofyI+2oaSwrzQlPLN/RKxVxq1h1odwmSvL/NXWbRZepUoXs/L8kt3sBJT0CSZYIghsPZwapRnjgVOBOdbSGERa0kThXTjPcUvdSi29/mYkXpYLu7vLdkA7xY4/AhV4gys25A22sNTQEAwwteTgjvM95qA4Aj7IMUsdrxcAd5FAxCkwTKcNnHqBSUpnfZG5NKka1TtfvZDobt8jKzJmSEjzYoSM0eBlnQtAoq3ziYdNxIbQ+2u0VJPtjuzjWo8/Sa8IkHBbHFG2zxBtBESi2JUopiksu+msZ5FcWjPQrMyIElnoZgoY9L1q5du23btsLCwuzs7JKSktbW1vB399U0XnrppRs2bJg2bdqGDRtWr14dowtZdh8+brlw5giM1pphcG/cL0sSMZDkZa7jh/a/+HMhwEy9/uG8RSuHb3h9cumllz788MNHjhzR6XQHDx786U9/io6XlZU1NTUBQElJSUNDQ6i9RqOpq6s7cODAF198oVAo3n77bQDIz8/fvHlzbW2t1+stLCyMNposWLDgjTfemDhxosfj8fv9qOeIBl9++SVKJxlR52LQal7vcHf6mGk5Np0Su5GOMVLz3j5WrQyIQqM2U6tqcDGdDIvKB0Tsr0iCKDRqCk0xNvwmlSJXr271BbsD3C67w6CklRQlybKfE1CCuhKzLl7eB6OKpknSEeC+b3NpFZSGpmSA0IkUQUyxGYa1yN8wYVErSs26Ey4/qvGpU9BqmpQBRIPxcKcHACiSmJZpjMh9aFTRkzL0tQ4fL0nHur11Tp9WQVMEcJLMcKdSVCho28DD+PuDVkGpaTIoSASAOb4PP00SBpXCw6LUj7GbGZR0eYahptvr58Xv21wamtIoKAIgKEh+vqcMapFJa4sT4BAPm1Z5wkVIsvx9m0ujoGZkGtHz/HirzfACSsEYc7XjETxlFKtx9CsrKkkQZ0ywRuRWLLcaBEnuDnASRX3f5lJRpJqmULLVUPkJDU3NyDIN2k/HoKRnZJmqujycKNm9Qbs3SJOEiqJIAjhRYk+noiCnZho0w1D+t8vPnOh2WbWaibbhjT4dc6Tg9xNmWDFnmI+0dU3Jzhi+krqYVAOreTRBXqjudGQbdDmGMWnXPnTo0Lfffvviiy+ineq2bdsirAzzKorFiQXPPfdcIBDYsWPH3XffHd1JoKWTViroIeec6g8UTSp1mkBTu7Y4t/9nHXjp3klLKnWZ/M4X7suZex6pGNgvsSSi0+meeuqp9vZ2URSvu+66kANCKILjkksuQS/Ky8vLy8sB4IknniAIYtasWeH9rFq1yu12K5VKjUYDAPPmzYs4a/LkyRzHGY1GjuNomg4Pi3jggQcA4KGHHvJ6vRRFabW9tjmDVnOG4yVZDvICtjKMOVLz3j62rQwAoKGpKTZDmajrDnDOIBcUJE6UZBlUNGlRK3L1PR7aMZlk1WsVVJM7wEuShxUAenaSKooss+gytKpmDyNIcix7ATHNZmxw+1u8wVB2SYRVoyw167RRd2rUiTr+jhFVuBBlOYGLOOokfDyosZoa8OUAQEVRQUGKuFy+UaNVUCdcfoYX/bzgD/Nqt2qUZRZdzI1fjk6tU9D1Lr8ryAuS7AlzhldSZK5eXWDURPyQ7c8I+0mWVt3kYawaZeJ6BFk6lYflDUpaE/97NFun0tBUvcvvZvmAIIbHgGgVVIlZF53ysM+JKClyqs1Q3e3jJSnAiwFBCn0mB7faMTEoaZokEiQljUCroKItBQQB0zKNbb5gncMjAcmGbfsBgCaJXL26yBQZfBQTDU35OEETy9ZmVNHzcy1NHqbNFxQkWZBkQRJC75IEka1TFZm0yuGJlXAwrCSDK9hHmfE0pLK6fn5FyWiPAjNydPoZAOBEUU2P+V8CmH6C1TwaH8cHeMHBBMeWlYEgCFmWAcDn89lsNmRikCTp448/DkXvI5DQFy9e/MQTTyxcuFCpjPGghW3tUusH46I4ONR6NdvaNSArgxBktBm81sKDLEuiMIpWBkR2dnb/G0dYAUKYTKYEZ6nVarVaDQAxRYaIGSGC1TwNSU2hj5PfFmgrmztwh/wJBk2eXuPheD8vipJMk4TuVKIBAJiXYxFkOeZOjyCgxKwrMGpdQQ7txJQUaVIp4m2NCoxaU/x6FgBAkcS8XLMoQwKzSK5erVVQ4QkOi006i1ppVN2Ic5YAACAASURBVEV22+flAGBaptHPC9GJDK0apVWjZHjRywm8KBFEH1NDGJT0zCwTJ0oelmdFSZJBQRI6Ja1X0jG3pP0ZYT8pMmtRsEziZnl6ta736sXEqKJnZZtYQXJzPCoBoaBIg5KOthwh+jMRq0a5aILFxwkEQUSMc3CrHY1BSZ+VnzGgU+KRo1fn6NU+TvBxAif1rICWpkwqRf8feVZk6PMMamOcNJk0SZSadSUmnYfj/ZyIIptoktAqaGOsrBlJRJb7W0oz3UjB7yfMsEIShCTLgINw0wms5tGMUR0oKSn5v//7v1WrVi1duvTdd9/99a9/bTQa29raVqxY8eqrr27fvh1VWIRTQr/kkkuuuuqqN954I2Zvgi8wMo4MCJqmBG+i3GfRTLvx97uevxdkedLlP6XVY8keNPJgNU9DUlPo48TKMBQIAkwqRcyqASqaTGwspUmin/7zRD8KEySwL4SI6IQgYifh78/laJJI0EaroEL76oPHmzP7l7lUSZFJXJB+QvS7EkH/r6iiySw6mRMhCSLelht6r3YqcPB488yygqHYgEgi0acLkUD1MCMPEvpojwIzcuAsX2kIVvMxzT333BN6fffddzc0NGRnZysUiqeffrq1tZXjOBThf/7556NsguvWrYNTQtdoNBUVFdEpCREESY6ktUWWJSLKCTcxOfMuWP6PfZLA0+qxl/WsF7LcWrmpZcc7gc4mpdGaNfviomVXJ9c1A6t5GpKaQsdWBkzfTCnKG+0hYEYULPE0BAs93ejxZcCkE1jNxw0kSZaWlob+zM09HX2g0/V61D+lKE+W5ddee+3666+P1xtt1Alc7DJhw4HAifTAU6STtIKkx/ZjCYlnK/9ye7CzsuSck/ozuaCbPrl3X8OXL55x/1saW9J0E6t5GpKaQh97GQoxI09dS/toDwEzomCJpyFY6OkGNjGkIVjN05Cj9c033XQTRVErV/YqzSDxrLuhqv37LS07PvEzjX7JE6+HpMN4GE1hzohdLnU4vPZ3pPTtOf91tGCBx1IYzJ3hW/Dj2sIFVd899SNZSpqVB6t5GpKaQse+DJi+KchKTsA/ZqyAJZ6GYKGnG6Hivpj0Aat5GlKanxuRjqHj4LeNm17uOlKptZFqk0ireM6nJC9k/yO050BuKT9JJw9j4gOOFWSQVdnWvpuOL4LODvvuzy54oIGket16y87tajtib93zn7xFK5JyIazmaUhqCh1bGTB90+F06zVZoz0KzMiBJZ6GYKFjMOMerOZpSLjQ/W2NB17+Neuombi0YdZlfqW21/Nzf6fy5N6ub7a2TJAmTOVmUDAs6aK6u9zWBVOHo+cUp/vYHtsknlbHSEGdN9PedfjrZFkZsJqnIakpdGxlGBgKigQARcKKieMP85gq74QZOljiaQgWetpBEICDJtIMrOZpSEjoXYd37v3bT8vPby4+q5uIFTCty+QqVnSWLHEcfs+3/Wj3wuDZahhw7bY+6XAwmddenPRuUx8hyCjUfMy3FGpJaHcn60JYzdOQ1BQ6tjIMjEKjRk2TVnXc0rXjkiDLQUp+fDHDBJZ4GoKFnnZgE0P6gdV8JKmurn7zzTfr6+sVCsXs2bOvv/56m8029G4/+uij2bNnFxUV9bM9ErqjZt/e5+6cf3NtRmkgcXulVpx7c0vdJnbHpm2L2WUKSGbCRVGU2lock688L4l9jhUMeaWNG2PnvHS1GPUTpifrQoNWc4okQ/9jxhapeW/Hn6SBQRJEjk6tpNJr3QgivXw3MONY4gRBAgCBt1dRjGOhY2JDEIDlnmZgcUdDAgEASXdR/fLLL3/xi18sXLjwiSeeuO+++0RRvOmmm7q6uobe87ffftvePoBMbwRBBBxtlc/cNveHdX2aGEJMvKAre1FXpXr3oMYYl6aGrozFs1U5I52UQZKkhoaG5PbJsqzT6QwEAg6Hoz/tLZNmC7yp7UjkVjDgpE/uNeeffXmyBjZoNS/NMJVnWs2aZJbVxIwMqXlvT6/dMmZwKBXY5yW9GMcSL7YYjGpVsdU02gNJOcax0DExydFqiq0mFT0sodeY1ASreTQWrTrfbCgwG5Pb7VNPPfXYY49dfPHF+fn5kydPvvfeexcvXvzvf/976D3/+c9/XrhwYf/bKxX0sbcfK1xoz6xgBnShqZe28ebuFsI+wAHGRRCk4/Wdkx69PVkd9p8dO3Y88MADfr+/n+2DweCmTZsSt2lsbPzqq686OzsPHz7cnz4Jkpp9518PrCtr2WcIpd51Nal3vFBRfvm92swJ/RxbnwxazZUUZdUmP0YGMwKk5r09FceESTU8/kCGUT/ao8CMHONY4kqanpqdipl4R51xLHRMTCSez7GZR3sUmBEFq3k0JEHkmwzJ7VMQBIfDUVZWFn5w9erVVVVV6HVVVVVhYSHHcVu2bHG5XJMnTz7zzDPDn0Z6vd4tW7Z0dnbabLbzzjtPrz8ttWPHjuXl5RmNxv3790+dOrWurm737t1arXbZsmVZWTHSv3UcP9J5aMt593cMdBYECdOusu9/8XAem0tAEp6U1ta22pYvMs0pH3pXA2Xbtm2//OUvv/jiiyuuuAIAGIaRJAmtakdHB1o3u93e2NhYUVFhtVrr6+t37NgxZ84cjUYjimJjY+OUKVM4jjt48KDBYJg69XT2yuzsbJOp57lFIBCIbhCOtXzOov9+89DLvz7ySYs+G1g3IXDqqTf8bsKZyUxUgdU8DUlNoWNfBkzfZJqT/AWMSXGwxNMQLPR0A0s8DcFCHxlomp4+ffratWsl6XRBgRkzZlx77bXo9XPPPffBBx/88pe/ZFlWqVQ+99xzv/jFLwRBQO/W1NTccMMNzc3NGRkZ9fX1119/fXioxT/+8Y/a2loA+MMf/vDcc8+tXbvWZDJ1d3fffPPNdXV10YMRjm4pWNBNq2KUNuiTjLIAbWCdhGsQ50bQ3elpafNMefoXQ+9qwJfu7jYYDPPnz9+7dy86sn///srKSvT6pZdeAoCqqqo333xTqVT+5S9/sdvtDofD5/N5vd6jR4/ef//9+/fv93q9jz/+OEEQ1dXVa9euDXXe2NiIvB58Pl/MBhGYS6cvfmzjOY98Vn7lP+f94t0L/roruSYGwGqelqSm0LEvA6ZvWjqdFYW5oz0KzMiBJZ6GYKGnG1jiaQgW+ojxxBNP/OY3v9m0adPSpUtnz549f/58g6HXNmD9+vVr165Fj9Ovvfba22677YMPPrjmmmsA4IUXXrjnnnsuvPBC1FKSpK+++gq9FUEwGHzyySfRa4PB8Pbbbz/00EMRbdoqN8y/1jnoieTMdbV91WIVLIPuAQAYP/v9gabZbz+myhpSP4Njw4YNK1asAIDi4uITJ06UlpZGt+no6LBarXPmzCkrK+M4bubMmfv27SsuLu7u7p49e/aNN97Y3d19++23FxQUdHV1Pfvss9E9sCybuEE42qwCbVZBUmYXDVbzNCQ1hY6tDJi+Kc1LuRKsmGEFSzwNwUJPN7DE0xAs9BEjNzf3jTfeOHjw4K5du9atW/fggw9eeOGFv/71r0O2hiuvvDIUB6FQKG6++eb169cjU8Idd9xRXFwc6koQhI6O2PEOl19+OmXglClTdu+OTNYoyxLb1W3OZwc9EXMx06B0gjDoDiAQ4HbvOTHpf+60nT9/8L0MFlmWt2/fjhYwEAhs2LDh5z//eUQDADj33HP9fv8TTzyhVCpvvfXW8AYFBQWo2bp16zQajdlsJmNVYeizwYiR+mq+a9euCRMmoIUdIjt27JgyZYrFMgrWq5QiNYWOrQyYvqlqaJk1sXC0R4EZObDE0xAs9HQDSzwNwUIfYWbOnDlz5kwAcDgcDz300MMPP/z000+jtyZOnBjesrCwsK2tDb0uKyv74osvKisrGxsbXS4XSZJLliyJ2b/VerpYA03T4QEaCM7toDQkQQ2+rpLaJARh8EYKj5vZU1lf+sCPi+5IWg2FcASP/+Trn7d/8DVTbxeYoDo7I+P8BRNuXmma3ZP9Ye/evcuXL7/qqqvQnw888IAgCGq12uVyAQDP883NzQCwffv2BQsWXHTRRTU1Ne+99951110XugQyGXz44YeXX355aWlpMBh85JFHokfSZ4MRI/XV3OFwhH90fT6fVqslSdLr9QqCgEwGTqfTYrG43e729vaJEyeid0mSbG5urqioaGpqMhgMVqu1u7s7EAh0dnYWFBRoNBrUeXd3d1lZGcMwoW4NBoPf7ycIIhgMUhTV1taGDHkq1TgpqJGaQsdWBkzfzCgbLrcuTGqCJZ6GYKGnG1jiaQgW+shgt9sPHjyIvPQRVqv10UcfXbVqFcuyaGPDsr227gzDoD2SJEl33nlnSUnJlVdeWVBQYDQa161bF690ZZ/l6ySRp4dWR4ak5GjjRX+QZbmpobO6rn36P+7Pu+q8oYwhHvZ1m47c85Qtw1CUZTBMz6NJKhBgO7fs3vP657YfLJz+wv+j9ZrPPvvs3nvvDZ1y1llnbdu27Zxzzlm3bp3T6bTb7TqdDgBKS0v/P3vnHR9FtT3wMzPba3Y3dVNJL6RB6JDQO4iAFH0ioiAqlqc+3wN+KiKgKIoNQUEEAVE6qEiH0EIIkN5722w22c1uttf5/TFxickmAYQkZuf7B5+ZO/feuTNnzw33zLnnbN68OSYmpri4eP78+Uwms6SkJDMz095w0KBBe/fuDQ4Obm5u1mq1VVVVbQbTvoKf38Nc9RkMBoVCIRaLiVOdTmc0Gh1+w39gNbfYbDqThcegPfgoH4iTJ09OmTKFy+UePnw4IiKC0BG9Xu/l5ZWamtq/f/8ffvjhueeeO3jwoFAo9PDwWLly5eOPP3748OGXX34ZAA4ePDh69OitW7c+99xzpaWlhYWFYWFh3377rUgksne7ePHiU6dO1dbWxsTE5OXljRgxYuPGjdOmTRs4cGA3P+wjonfO7aSVgaRr0osqB4YF9PQoSLqPvi1xg9lCp1J6Y2bhHqVvC52kPelFlXEhfliPevaSdDOkmjvEbLVRsYepCM3NzR988MHYsWNptLsLNpvNhiCI3S5w+/bt1h4K6enpRLyAoqIiuVy+fft2+6XWoR/vF7qLm0FtBhweOEeEQUUxa0HR1Cx0vY9kn4pGdX5xPeIpGpHyPTvkkax/Sj/ZW/npT0MG9uPxWfZCOpPqIuQEBnvkZhakjFg67Mq37777butW06e3hFrcsGGDXC4XCoUYhgGAWCxet26dXC6fN28eUfLhhx8iCEKYfgAgLi4uPDzcZDLxeDyTyUShUFAUDQ0NBQDi3/YVHu7zlpWVvfHGG/v27ROJRACQk5NTUVHhMFrHA6t5mVyp0BkiPER8Ro994R8yZMiPP/5osViWLFny5ZdfBgcHS6XS0tJSk8kEANOnT6dQKNnZ2UOGDFGpVIRqTJs2LTg4WCAQXL58ubq6+qWXXgKAwsJCwl2lNbNnzz59+vSyZcsoFIpGo+n+p3t09M65nfzvBUnX9MIfLskjpQ9LvFqpzpDIcuse/D9tfZU+LHQSh9B47PRamfWBvlKS/EMh1bw9aqPpTo20XKF6iH2GhYX5+/t/9NFHZrOZKDGbzd98883IkSPtdoeTJ0+mp6cTx2VlZT/99BORZJHH42k0Gq1WS1zKy8s7cuQIETvgAUAQhEIFrZz6wM+iaaDzQmIyy+TXU0uqKxrMps4iNJhN1urKhuuppZmljf4fLB/+yEwMsj9SKj7ZO2JocGsTgx0MQ2OifQVgyXjy3fZXCVAUdXNzIwwKf7bC3N3d7SUsFstuYiBgMBg8Hg8AaDSaw8gLXVb4m0yaNGnbtm3ty41G4507dyoqKgBAp9OFikU5OTkSiYS4aj+QyWQ4juv1+tTUVHtS1bq6Ons/xJ4di7W7/yigKEpoSnNzs81m02g0BoPBZrPR6fTExMTRo0c/88wzhFmHsN3YlYjwsiHcgqxWK1GHUBaTycRgMOzdEvU5HA6VSiXq63S6bn7MR0rvnNtJXwaSrrlVWJ4Q1q+nR0HSffRhietMJgAwWP9GJKs+Sh8WOolDtCYzAJitNtKdwXkg1bw9BosFB9CbH+YfBQRBNm/evGHDhhkzZvTv3x8ACgsLo6Oj33vvPXudf//731999RWbzaZQKIWFha+99lp0dDQAiMXiJ5544sknnwwPD29oaBAKhf/5z3++/PJLf3//xx577H5HUnZqF4VpkeZygpIeMM2ENNuz3+wlHmvH1P9+rWbH8dzzGRwBh8+hs+kYjUbFKKjVYjOZzFqTVaU2ahRq18S4wP8+7zFtBPL3dmp0Am6x5q74JDbal87szHoSFSFOvlLYcCbVbeKQRzSSbkYgEERFRZ05c2bixIn2QqVSuWnTpsmTJxcXF1+4cCE2Nvbzr7+ZNG5MVVXV22+/TaFQVqxY8fXXX4vF4u3bt7/22msbN26cMWNGYWHhrVu3Fi1adPDgwQULFri7uzc2Np777depTz7dPc9y4sQJV1dXAJg4cWJcXNz+/fu9vb2rq6t//vnnmTNnIghy4MCBCRMm7N6929/fv7a2NiwsrKOuLly4UFlZmZ2dvWLFColEsn37dk9PTwqFMmTIEHu39spTpkz57rvvQkNDb968OWvWrO541G6hd87tyJUrl0eOHNWzg8gvrfx8z9Eh4+56jo0IDQjzEHbShISEhOQBKJTJm/RGCoYm+Hj29FhISHqSm1V1NhyPE7szqOT3BhLnpUGrK21U8hj0SA/RQ+9cJpPV1NRQqVRfX18XFxd7+UsvvfTiiy9GR0dLJBKNRhMQENB6bwUANDc3S6VSV1dXIkieSqVisVhU6v25JJh16gv/ToyYUlZ2TZD0RmVXMRwcoFNQL34cOPnbdIze8lUfN1uabuapc0o1BRWWBqVKpTqgKUOYNCqfS+VzqCLelKlTR4wYYWyW28wmOk+EUh/+Jv/G87cKnv9g5NDgLmvWVDVKBa4Jv3360MfQ/eTl5d28eXPx4sXr169/6aWXiouLiR0Tu3btGjlyJBFMdMOGDSNHjiwsLFy6dOm5c+d4PJ6rq+vJkyd9fX2TkpJ++eWXuXPn6nQ6e7rNtWvXlpWVJScnP/vssz/++KN7aISLl3eIq0DEZnY5noeLyWSyWq1tnEcAwGazabXaNllg29Pc3Ex4kRBNDAYDi8Vy2G1xcbGLiwubzT527Nj48ePd3XtjaobegNFi3ZdyNy5J9tUbS+ZMiQ69D0NGfn4e+X8Lkq7JLKnqhZFLSR4dpMSdEFLozobtQX2wSf65kGrezbi7u3e+jLEH82sDj8ezr5oAgM/nP8Ddqy787B6h8hvaXHWTX5vO8xnQfL895J90RSmoSd3E/NPKgFApwhExwhExxKlMJkM++GDDhg2A4/Ki2/W3zygPvPXbt0oqi4piYFSbKUy6KCzWM2GW58BxVPZ9RHbohIazNzwEDjZKtMfD0yXnXIb99MKFC3l5eSwWa+7cua1f7z1y69athIQeSMbZhuXLl2/dunX8+PHEqVQq9fb2Jo7d3d3lcjlOYwHA8OHDd+zY4ebmNm/evP379yMIkpSU1D7dZmBg4K5duwCgtLR04MSpaqOpRx6qjZXNDoqiXZoYAKC1NFEUJUwMDrv19fU9duyYzWbz9PTsSyaG3jm3k1YGkq6JDPDu6SGQdCukxJ0QUujOBoogpKHB2SDV3Kmou3kkbFw9AETNbEjbLRb10zMF5ntvLsnkNlUyPPvrpbfP9Zu0qKNqGIYZKrLy9r8PljpxbH3o02o1AhQKLpNT4yI1BhXl8gVp2i+3ONvXDJu7NHDyc1YEa2xsxDCMCHhJhE4EgLy8vMrKyuDg4JCQEHvn2dnZdXV1kZGRPj4+9kJ9ca0nu8PwhCYwy0CmQ3RUoLrSRQiGmhXNVCHv+vXrTU1NK1asUCgUW7ZsWbly5b2/CoKUlJTeYGUQiURxcXHnz58PCgoCgMDAwIKCgvj4eACoqqqKiopiMFQAwGKxtFqtxWIh1tLFxcUzZ87cvn17+3SbsbGxv/zyS2RkZI89UjfCYDBapyntM/TOuZ20MpB0TZlEFubn1dOjIOk+SIk7IaTQnQ2bDX/gsPMk/1BINe8lvPbaa62XzY8Ck0alllSLgvUAIAgwhIxVpH4vHv5iDY1tvZfminJm9mH3YctrdApqxa1fO7Iy2CxmVWVu9s7zEVMrvPprAAF5E3Xth4FslnXOlEYA+OA736hQbfSk2pNnXc0Xt1Rd3O/95Efrvvx20KBB8fHxBw4cCA8Pnzt37tatW7VabUJCwp49e8LCwp566ikA+Prrr61Wa3R09I4dO0aNGjVu3DjipgiGdGQgLcNKi7BC1yA9x1urbqaV5HDxoTSrWU8FnlKp9PDwAAChUDh//nwAIAIcKJXKM2fOzJs3r6ioiEKhBAYGHjp0SKVSMRiMhQsXoih65MgRuVzO4/HsMThbV8jKyqqqqlIqlTiOP/XUUw89tYRDpk6devbsWcLKMGvWrI8++igjI0MmkxHhRWXKFqeVoKAgIuNmv379iNiQDtNtTpo0afbs2QcPHqzR34cRqsfRN0py9/6fSaMInb3SNbKPhN54YHrn3E5aGUi6xtvNQT5ekj4MKXEnhBS6s4EgQHoyOBukmvcSOgll97DQyarZriiKtWh5v1FKkw67/Lnf4MUSnrex87bVaby839wGPFXHExsxmk0rrXFYzaRR3f7yhcoGxXF3w4kjnnAEAGDly1XSBtrxHTkYhusNaESw7snHZAAQFqT75kfvyaNzkresoNjCX3vtNQAYMWLEK6+8MmjQoNra2nXr1gFAUlLSZ599BgBlZWUqlWr16tUAMHr06FdffdVuZWAG+ehKKtqPp4RSXCPIT1xeyRK2rJZtFiTrgMetb5YOf+fwxIkTv/vuu8uXL/fr12/atGkAUFNTo9PpUlNTCwoKAODSpUuLFy++ePGiWCyeO3dudnb26dOnPTw8EARZunSpRCJZu3YtALSpgOO4xWJZtGhRSkpKamrqiBEj7kdK90FkZGRrd4PNmzcTBzQa7d1331UqlWw2m4jcERYZRVyy57mcOXMmceAw3SaGYYmJiXw+v0b/T0q/lbH9daE4mRelu/VFxYQvU+yhQ5yT3jm3k1YGkq5pUKo5TEZPj4Kk+yAl7oSQQich6fOQat5nMOuaqy4dtpkN3sNnstzaOktrCiurfjhhuUWt2O3lPrqJ5W8AgLBJcq6HKeVbH68YdcgEBZPvIK2GopxZ8IfIpMVGvFzNcTcBAINnMSgdBHSwWS23Pn+O654dE037/L0Se7m8iRodrsUwHACYDNvY4U2//OpeVsVoUlEpFNw7vjnGWnH9G4qqIo8fEIlhGIZhWVlZgwcPJpojCPLmm28CQFZWVn19/eeff06UE2EyORwOALhNHpa3/3TIX8ejA30JpWj0yxWMVs+FUvC4hdIb2wsrL/zcb+LTL730EgAUFRW9++67mzdvHjp06I0bN2pqahISEiQSic1mo9FoGRkZIpGotLQUx3EqldrQ0DBlyhQAEIvFhO9Amwp8Pj8qKgoARCIR4S/QI7SOLdq5mjMYDAaDAX/GLCgtLf3++++ff/75bhjkw0XfKPGcoOJ6mRCwmnVqJ7cy9M65nbQykHQNr9uDzZL0LKTEnRBS6M4GgiA4GZfBySDVvMe5fv16eXk5sSMAx/E333zzww8/pNPvRhm4ceNGSEgIhULpJO6dxaC78n/ThAHVVKb5yjvbR609znL3bbmk1mU/t15+8Za7B8+XEtq8x7v44yaPCY1RHxVhDJs4Tu0Wpis6J0z+xJ/tahYF6xg8C5VlM6oxnZxan8/GKHjw2CbfQSrkz/y2KAa4zYbjNgT5S8rb3D1rKGhm0EQpFLeNOUen2YiDojLm17t9Xn6mdtakRqMJ/egbPwDgi42iINXNT59N+vAMjcMHAAzDjMa77hWNjY1CoRBF0cTExEmTJhGFzz33HJvNJo6FI2NtDLqsTunudXdpLcFqfQY2M9qbThAIHluTf3rv+SrjzJkz3d3dQ0NDxWKxXq+PiIi4dOkSlUpNSEjYt29fTEwMAAiFwkmTJnl4eGg0mqqqqpKSEqlU6ubmZrVa6+vr21eoqKhAHiB7x6OETcGLj3/TVJKCUeluMZN8E2cjaIdZRQMDA9etW4d2ez5jc5O6asdxTWYxRcQXL5ggGBZ9vz2EPPbajR0fUOjgHjuaIeg7cRwfjN45t5NZskm6xmh6mHmkSXo/pMSdEFLozgZpYnBCSDXvceRyeW5urtVqBYD09HStVmu1WmUyWW5urs1mAwCFQmE0GtPS0m7evAkArS/ZkWUkc9wa4uZVRs2Q+A+VVF36hSi3GUyp416m5JeOGRMZE+0XEiGOiQ4ZMzbBlhmU9lQMbkEAgMq0Rs1omPR+WcT0RhrLplPQGotYJg2F62kauqx27MoKvyGq1vYEgxqj8zhtTAzN1UV1qccHPFnW+fo6p4g9KUkRFqij02w37ty1mLBFZo+IuuKjLT7/8fHxFy5cIGYko9G4atUqFEXj4uJSU1O5XC6Xy6XT6e+88469OYKhoVvezMip1uvvJkTQUJQ8X53DYfC9DRqJZNq0aZ9//vnx48d37drFZrNZLBaCIHq9vl+/fu7u7unp6cOHDweAGTNm7Nix48iRI19++aVQKBw/fvyhQ4cOHjy4bds2IpFBmwqdPX9PoKrMz3h/hrb8E9/oYx5BB2svvXN1zWMmdVNH9REEsZsYiKzGdEqHJomHheJq5uX+C7W7TwjLyhlXb6c//nbuik1wn3+SfBOfSNxwZvBbh+Nf+vIRjfMfRO+c20lfBpJ7oHdZaUkePX1X4lQUAwCsl3156BWQr8TJIHJMYN3+CYukJyHVvB0UFAUACtp9r2bo0KEpKSkjR468c+fOgAEDsrOzKyoqIiIitm/f/sILLxB1mpubrVZrVlZWfn5+PQ0JKAAAIABJREFUm0sAgGAUq7llKWg1YRQulTgu++wnulIVPbCfCbfd0jUNYQkAgEJBY2NDU28aK/d4BTwr+bMH3DVY5xrseFkuqacBgNjDBAD6JipDIGpTIX//2pBxEgrDBtrOnjRxsGrVx/0qaxkKJSXAx1BRTc8pZPO5FgAImyC5+PHhwCnLAMDLy2vMmDErVqyIiIgoKiointTPz2/QoEGvvvpqWFhYYWHhokWLCJeBW435G7K+PVd3a/ZsxHw4e9jAMKGIAwCYjWo1ORaixYRiNKqXl9e6deukUimHw7EnPiR2ZwDAjz/+SBwIhcLVq1crlcpZs2YRy+/3339fqVTyeDzitE2FqVOnEg1DQ0Pt+TJ6CqvJcPvLF6KmF3jHtWxy8RnQnPubOuv7txJe/77L5oFCvq8Ll4Y9WiuDWdF8Z97q2HBPN4+W/Kz+gW6pv12pign2WzbrvrpiCj1B6PkIxvgPpFfO7aSVgaRrGDRqTw+BpFvpwxIPEPEZNEzI6o2uZT1LHxY6iUP8eBw2k07FSCuDE0GqeXsETEa4u4hD7743ExUVdfbs2cGDB9PpdL1eHxQURKFQioqKpFKpvY6/vz+NRgsKCjKbzW0uAYBHXFLxMd+bO20UllleIhy17kmivGrb0UHRYgAw2mxXtQrCygAACIKEBgfm7G62Wxk6p6aOAX9aGerz+W7R41pfNSjqm0oyBj3VBADuIlProAwAIBKY1/y7gjh2FZq3ri+uk9GELhYW0zpnSgOdhqMo/vbyKgDwSVBWXzn81VdfAcDs2bMnT56sUCi8vLywP1e58+bNmzZtWlNTk6enJ4VCMVhNS6+990ft5aEhpcvD5awpluIxQvxNk4DDC3D3YLry6u4I+o1Stn+c+lyOMCweAFAUFYvF9/IGWoc5aH/qsKQ3IEk9xRHJ7CYGAAAEIqbWnV9/U1NXzvHq13lzBEEetYkBACq/PeohZNlNDABAoWAxUd6p737nt/QxID8CPRC9c24nrQwkXaNUa4Vcdk+PgqT76MMSRxFEzHO809XJ6cNCJ3GIVqf3cCF1wbkg1dwhLkx615UeKlwu98SJE0lJSadOnTp69OigQYNmzZolk8naVDt69GhUVFT7SyiVNnLNccnNM1aTof/zE2gcFwAwN6nNzRouj9W6psJi2qusQQAGMF0KGrCG392sOMyb3mCzIfuOuZvNCAAsfkKKonDopJtKTWHQbQtntroXDtIct7iXJrbuU3rnvEekwZ69onMwDPfxaom5wGT8Zd+HV7Q89/cToY+/QpyyWCwWi9WmOZvNJsIxqEyaMaeeQxh5L4zLo2It/SgnKu6kpQqOu9b85sEsYGIsmiSdK45Xt+7BoKIUnfcd/Mbr9zLafzrq6gJhQEObQhTDXfws6priLq0M3YM6vcjdpe2XHi6PaTOZTYpmmojvsBVJ5/TOuZ20MpB0jbuA1HnngpS4E0IK3dkgJe6EkELvJYwfP37t2rVz584FAD6fX15eXlZWVlFR0djYkkqQzWZfuXLFw8Oj9SVXV1d7DyiV7jNiRus+casNabfv45y2cTLXPZTOOdEsVdEAmqjL/iUBgIJSZkyENjZCc/KisLiCJamniT1Mc6c2ZBewT18WiFxa9njXZXNQhocgKKZ1n405Z7zC2hpEOqJKwigqY7KY1sGxagrlL4YJYYBeW19n1jVTWbzOO7HitrkX32TyMidEF1p0mNmGUTlW4pKNYZPPl8nnywCAWUu3fuMdVE8LGaWksa02K1Kfy875tV/w9Ndcgu47uOA/ESpHYJQ5SDRg0lGozN5iU6a68k0VlW0KrVab1WymcNqamUjukd45t5NWBpKuqZbJI/zvyceMpG9AStwJIYXubJASd0JIofc4M2a0mAa2bNkCAMuWLQMAtVrNZrNnzpyJYRixz18sFvv4+HA4nNaXDIr6oiOb1DX5/MABobPfJBI02KGJeAiNqtMaWey7rhlj2a47m6o4KGUozinn2QbFt/jSB/gYjp1xvZ3NLatiiD1MGbkckcBSWsnAcaBScMLKYLMg+X8ERD/3fhsndn2jhDXcfC8P+80eb4sFxg5XShto/9kQ9N7rFS68uzHqEBQYLqhBXt+llWFn0fEKw52FA4oAQJHLtplRz+EOdkbovY05b1Upf3Ur+iCQQafZTLiLf1D88lWuUUM76VxbX6WqyEepVGHoQPsrNZlM6enpQ4YM6aiVRCIBgHvcfwEAt27dSkhIuMfKD4zngLEpG7aEjKmnsa32wqZKhlZOF4TGP+q73yOeT4zLPpbsF+CGtdqvV1Euc0sagHbjxqU+Ru+c20krA0nXBHt79PQQSLoVUuJOCCl0Z4OUuBNCCr17OH78uEqlMpvNbm5uM2fO7LI+kbGyTTZBDofT+pJZ23zlvZn+gyu9JzZLczKvrb2StP40SqXdbYAgPoumlvx+JSbG115WZda94RqEIPB63s2BwxSUP7c57D7kOWdqo7vIdPKiCACELpZJSQoPV5NGi1VJ6BotBQAyDga4BI1y6z+8zWgNyiYGr+uA9sXlzCYlZfUrlQDQP0zrLjKfuSycN12mN6BZ+RwuxxoZomXwcaW0ChF4SSQSi8USGRlJtNXr9VlZWVwuNzIy0myzvJP+9cwBBaoCNka/u+fCakCb8jhUjpUfejcEpUlgKVtUVyARVOaPvPb4QZTa2V4Yi0GXu+c96Z1TokCz1YhlfEsJn/tWwPh/AYIYjcarV692YmWoqamB+7EypKSkdIOVgesT4pf0VOqO3fFPlnLcTADQWMRKPxAUs+QjjObAx6FHcB0zUDR56M1Lt2P6e7PZDJsNLy+TlVUrRh3b3NND+wfTO+d20spA0jX5lZKYIN+u65H0FUiJOyGk0J0NUuJOCCn0biAtLY3BYDz22GMAcPDgQYlEwmaz+Xw+ADQ3N1MoFAzDysrK/P39cRxHEMRgMNBoNBaLhaKoWq3mcrmlpaU0Gs3X9y+Sqk353TWoMXRCPQCIAmuav+XJsq56Dhzbuk7I6mevHk0uKZZ6BLbsraAh6KcNJVy5CQWT92S5vWZYkO7oKVcXnqWyllErpc2Z0rB1j3dEiK6ghLVkfp1GS6lOE7kZQke895mDJ0QA8K5D9KVlcSeMUthPYyI0MREajRbbuNVvxnh5YRnzVhYnxAY5xeVnfvpt5syZWq32woULK1as0Gg0GzdunDFjRmFh4a1bt8Tjw/kMg/Rbd6+RTVYjWnNOFPCYzKLFsr/2850oV5UyGzM5QU/Ut751mLjpfK6iWCcN4/t3MsKMba9g+IVx/6ui0G0AoG2k3tr9EYJR/McuJCrk5OQUFRVZLJZ58+YBwKFDh1QqFYPBWLiwpYLNZtu3b5/ZbAaAxYsXZ2VlVVVVKZVKHMefeuopCoVy5MgRuVzO4/G6LXNw+Ly35cC5+tV2Ghu3mnGUwo1fvsm1/7Duufs9Er1jdfnnv1z7cBcKiNlgdB0VP/LoZwxv954e1z+Y3jm3k1YGkq7phT9ckkcKKXEnhBS6s0FK3Akhhd4NpKSkrFixgjh+4oknAGDLli3Lly9HEOTnn3/28vIqLy8fPXr0N998w+PxDAbD7Nmzz507N2XKFC6Xe/jwYaFQyGaztVptWVlZUlKSvVuztonBu5t4ksE3mTRNbW5N4XOGJm+9M/u/dTfKH3Pj1Ogb6XpTQoPVJBYERTSEMcEvvOWz/9jhyiFxagoFp9NsRhNKp9lWv1KpbKbMmthoMyM1p1w9LBGD3t7l8AM4w0VkaMaYgi42TWh1mEs7lwejCV32pMRXbGxUUL/8wcfXitK4glGjRo0ZMwYA1q1bBwBGo3HZsmW+vr6NjY1ffvllVnijZ6PUY4jKK7EJAAwKKgBYTWjo0xK22GhUUPN3+LS5CwIQ5CE/W3uzEytDQ851dfXNpDcq7WEs2a7mgYtKrn71kffwx4iS+vp6uVy+dOlSALh48aJYLJ47d252dvbp06dFIhEAFBQUxMTExMbGnjx5sri4mPDIWLRoUUpKSmpqKpPJRBBk6dKlEolk7dq1nb+uhwaCjJj/Mj53uUZagVFpLPf7UHmtyawyGD25bPQRJ3pAUDTwjYX9XptvlCmofA7G6i1+Fv9ceufcTloZSLrmVmF5QliviExL0j30YYnbcFyi0riymQwqOfv9hT4sdBKHpBVVhPuLuXRa11VJ+gqkmjtEqTewabSHldUVRdE2ex9GjRp1/fp1Go02ePDg6urqKVOmhISEiESiVatWrV+/3sfnL4tkV1fXzMzMpKSk0NDQ1uVuMUlpm7b5D5GzRObmWrqsgBX+LwcfqBlit+Ep3zecv9Vw6rqmtoHu58mMDhr3rymauopbXzxffUsSOb1c4G8AADarZes+ndayDYHHtlan8gvP+ngOmDLg9XV/2Y7RCpabj1ZOIzrpBFehWdpACw3UE6cmM5pXzPLxNB743Z1Jt7rwrQiC65UWLtdFCJj91QEAjuMHDhxgMpkuLi4oipZqKpg6GyusJVEF29sAAIBDxQl3jGGl86yAOnAT4LFU5dqqTobXmHPFO76uTaYMjpuJJ7YpSzLp/v2JEvs2h4yMDJFIVFpaiuM4lUolrAwBAQHHjh27fft2WVkZsXsiKioKAEQiUUVFRWlp6ZQpUwBALBYHBQV1/roeIoSac73v+45VTc0qg5FBoQjvZ9mv0+lu3bpls9kGDhzI5XL1er1erxcKhV02RDCU4eXaZTWSe6F3zu3k/7NJuqYX/nBJHil9WOLlClWDRteo08WJe+Meth6kDwudxCEoi5knbRzg4/mwFlckvR9SzdvTpDcUyhRCFiPUret10b0QEBCQl5dHhBg4e/ZsYGBgTEzMtm3bUBRdtmxZdXW1yWQCAIPBQKfTieALKIoSXvfNzc0+Pj4DBw5MS0s7cuQI4ahP4NIvKnTuquTN62ls1GJAY57fyHTtICgAgriNH+Q2flDrMo5XQNKHZ2quHL2972OMovfs3+jiq6ZzrFSW1aim6JsojaVu9bkMfmDUkP+8y+8X1ckDukZPqr9z2WdAc+fvIXGw6uNtvqMGq4jv4r+dFzHo1rRM7uOTGgP99AYjunJtENfbD6MxrSZT64ZHjx59/PHHAwMDDQbDmjVrVGY138ugrmAKIjUAoCpiu4RrK0+6+k9p5PjrrUY0Y1NA+7szqJZGraJ9uR2b1UzDbO3LERS3We+6YFAoLQsloVA4adIkDw8PjUZTVVWl0WgAYPfu3XPmzHF3dz958mRL81ZeAC4uLlKp1M3NzWq11tf/ZU/HI+WB1dyG4wBwX5s7FArFBx98MHfuXDqdvmbNmtWrV2s0moqKisTExAcbA8mD0TvndtLKQNI1twsrBoYF9PQoSLqPPixxi9UKABZbN+2Q/AfRh4VO4hCz1QoAVpuNtDI4D6Sat8dis8FD/aMwadKkzZs35+bm4jiu1+snTJgAAAKBwGpt8R04f/58RUVFYWGhfSUWFxe3f/9+b2/v6urqysrKq1evMhgMIpRDa/zHLPAdNUcvl7BcfRAMu8fx2IWOIKhv4hzfUbOV5bn1d87U5GQZlVKzVkvnCxkisbD/qIhnxjMEXe+N9xwwJv8nms2CoJTOXppIYJ4wqul/HwUOjNbU1NEoFPzVZ2sz8jh7j7oHBxia1VhTIwMfObp9w0GDBu3duzc4OLi5uVmr1Yq0HEuwRXmEbZCLAcCopACAa5y69LA7L8Bg0mAWHaatZbT4OPyJ1kiLZnt3MjxBcEL5715Bo5ug1eYAkwZT1SAu/aKM7erPmDFj69atERERBQUFS5YsIawMYWFhR48edXFxqaysrK2t9fb+yx3Hjx+/cePGgoICmUzG43WRR+Mh0p1qfvPmzRkzZowYMQIAuFxufn5+QkICn8/X6XQ2m611UE+TyZSfn89kMn18fGw2G4fDaR3jEwCMRqPRaFQoFAqFIiIigslkEoW5ublCoTAgIECn01mt1srKyoiICAzDzGZzXl4el8sNDAzsnoftzfTOuR25cuXyyJGjenYQ+aWVn+85OmTcXbvXiNCAMI+HY1Qm+fsQAYp6ehQk3UcflnihTN6kN1IwNMHHs6fH0rvow0InccjNqjobjseJ3cndQ84DqebtadDqShuVPAY90kP0ELuVyWRsNpvNZhOnhw4dSkpKcnNz+/XXX4cMGdL6EoHJZLJarcTKymAwAACD8XA2qz8Koadtfl7odSJodEOXNQ1GVNpA83A1MRk2e4nJjFKtcH5TxNiPzrBEDv4WGwwGk8nE4/FMJtPG3B/PqDeOiyoxazAEwynMln6sRtRmQqlci82MIBiO/NVYeuJ2/L8D1z8dPKWjgeE267X3H3MPvhk6voEwNFiM6O09QfywpeFP/KejVkqlksfjtd4Ro9VqKRQKnU43Go10uoOUFu2bPGoeWOK50ka10RTiKhCxmffYpKam5pNPPnn55ZdDQkKImxYVFWVnZ3t5eR08eJAI6llRUfHCCy+sXLlyypQpRqPxwoUL06dPT0hIIGJ81tbWqtXqRYsW5eXlbdmyZezYsW5ubseOHVuzZo3NZtu0adPkyZNra2u1Wm1sbOzOnTuHDRu2YMECq9W6fv368ePH19XVmUymp59++gGety/x0NXcaLHuS8m0n2ZfvbFkzpTo0PvwmMjPzyP/b0HSNdllNb0zrAjJI4KUuBNCCt3ZsHVXzHOS3gOp5t2Gu/tdp4C8vDw+n+/m5gYAvr6+DAajjYkBAGi0u0EQHpZ9geD+hG4wAgUDGw44DjQqdLBuiViw+tp7qb6DFbQ/gzt0BGpFRFQbGFEbFSeCIDDoNgbdlr4/IHjCvxyaGACAwWAQL4FGoz3mP/qbs7vGRpVQOX+5F0a3EYktUeqfUxkOVDUFENzAwksamFMSh+G4TZZ5RZZ+RicrozDZ/H6DxEOns9y8AQBBsYGvbr/z9fL6r0rdw+qtJmptpshjwLTQx1/v5HFcXFzalNhF6dDE4LDJo6Y71dzHx2fVqlW///77rl27+Hz+K6+8Yr/UOqjntWvXJk6cOG7cOABoaGiAdjE+iSaBgYFz5swBAA6Hc+rUKZ1Ot3jx4uDgYADYsGFDcHBwXFzcv/71LwA4efLk448/Hh8fT1yy2WzdacfphfTOuZ20MpB0TYS/V08PgaRbISXuhJBCdzZQBCENDc4GqeY9QmRkJOETDgBxcXEP3M/169cbGxtnzpwJAMnJyREREa1tGQCQl5d38+ZNANDpdEKhcMGCBdCB0G/cuEFEoPxLqckMB07B2WtgsUKQH7z2NAj54GhrBsern9+4p27t2T3s+UIEazuN6JUUSSa3PpetqGBSaDY612oxoEYNxhRY3CO0Xv01eiVVUSVOWv7SvTx1jDDYiynOq3WN8m7sqA5qQrzPiNyu8zEEx22IEUXeCHOhKxSXv5qHgsQ7rs59kNFiRBUVZy6v/jpgwqKwuW8iCMoUeQ1/92h9+iVVWRbVhTn4zZGdB6T4p9Cdat7U1OTq6rpkyRIASElJ2blz58SJE4lL9gCQKIoqFAp7/Es/Pz9oF+OTuGTP3url5ZWamqpSqeybUNzd3eVyub1CbW1tSUlJWloaAPD5fJPJ9HBtc/84eufcTloZSLqmTNIQ5tcbf74kjwhS4k4IKXRnw2bDgfSddzJINf9HI5fLc3NzExISxGJxY2Oj0dg2eoDdnPHJJ5/Mnz8fAFQqVWpGzvhRw1AUlclkDQ0NERERxKqvbXO9Efb/Bmevt5yWVsF7X+EfvVn50xkKmykcEcMK/EvQgfB5b9/8JDfrsC5mbhWCQrMG47KtZi1WdE5Uc5vrFa0JGtMU4VkvEJgBQK3F2EyrtoEmzeFkH3PXN9EC56+wYfea4ObzwSvnJtcGuKnYNAfpMzEjGvmlj4/IHP1qFUtkBgC1lOb1K1x9d1rEFFnAcIV9ovOOV4dOkNze831WkzR22acAgCCo54CxngPG3uNI/hF0p5r/8ccfAQEBw4cPB4DAwMBLly45rBYYGFhYWBgbGwsA2dnZMTExbWJ8EtVyc3OJg8LCwqCgIKVSWVBQQDgsVFVVRUVFqdVqooK/vz+Xyx01ahQAnDhxoiNHEuehd87tTu1eQnKPiF0FPT0Ekm6FlLgTQgrd2SD35zshpJr/05kzZ87hw4c7zwJw8ODBsWPHikSiwsLC48ePs2nYDz/8kJWVdfHiRavVun37dsfNMBTO3/hLSVMz3MhkqdWNG3+4PmRJcsT8qh0ncEvLtgUEQQe+uk2nHZ66M9SsRxf9O6Ikg3dxkz8APvZ/FbHz6j0itI8vb3ENeGFlWK2UzvUwhYxTjHmrwhrfvOaTTRk7V+PWLjZcECR6xi8PeepIapzB7MCxIuCwW4C3ccjTdYSJAQC4nqZhz5cIA9SGZrSNLZXOsQ55rlhRdLou7YzBYJBIJPZLOp2uqampk2FotVr7KrdzjEZj5139nc67pDvV/LHHHjty5Mj27dt/+umnzZs3P/XUUw6rxcXFVVVVbdu2bcuWLTKZDMMwIsbnTz/9tGvXLq1WW1VVBQAmk2nz5s3ff/99cnLyuHHjZs2a9euvv/7www8bN24cOXJk611FEyZMOH/+/M6dO7/44gur1Ur+Oeudczvpy0DSNY0qNfd+cueS/NMhJe6EkEJ3PsjtEk5H31ZznU63b98+rVYrEolmz57dPvZBHwDDsKlTp/76668dVcjJyTGZTAMHDgSA06dPBwcHl5RXlpaWzpkzx2w2FxUVSaVShw1xvRGxtc3siKi17v083aN9IdpXIdcUffRD2cd74n9Zz48PBQAKgz307b25+96/tOmoUYNlHXIfvaRWFKTv/BGu3+H9ns77bkt2wSF1yoflg9/6kcJgdfng7w94sdms3XOFOm1ApthFay+naDCXTE7s/5W3HTkCMU/UX/rYP3SCvE0uDIxmi5pWUXB0kyvb54033ti3bx+xcyQnJ6eioqJ19lACg8Fw9erV8ePHZ2Zmmkym0aNHdznaysrK7OxsIsTAPXLvnXdJd6o5m83etGlTfX291WpdsGABsfchNDS0dZ1Vq1YpFIq5c+eKRCI6nb53715fX9+AgIDw8HB7jE8KhVJQUDBkyJAZM2ZotVoiJQeGYe+++65SqWSz2VQqtXWfVCp1zZo1KpWKRqMRMVOdnN45t5O+DCRd0wt/uCSPFFLiTggpdGeD/PjjhPRhNbdarWvWrJk0adLrr7+emJi4YcOGnh7RoyIoKEij0dTV1bW/1Nzc/Pvvvz/55JPEKZ1OT0xMHDt2zDPPPPPrr79iGDZr1iwiCGUbpMeSbTgOnq5tL/QPgcqWr/1CEWfooMAwL87NCSukx5KJQgTD+i9aGzj9LasRHbxE0qWJ4UY678fDnp+9U8rjmwctKWZx0+58/SKOt7VutAcB5PMh//l04Hsn0oYcTYvLqxVqjFQAYFYyOH4GCsNBD0y+hSW0qKUO9mW4hWm19RKLXjNp0qRt27a1uWo2mzMzM8vKyojT8vLy69evy+Vy4rSoqCgvL89hTZ1Op1arc3JyLBYLUaLX61NTU+31dTqdRqNp3YPFYsnKyiosLLTfXSKRpKSkKBSKLt9JR3S/mnt4eIjF4k7iL7LZ7H379h09enTHjh1arTYgIAAAGAwGYU2g0Wj2thiGtcn66eLi0sbEYIfP55MmBoLeObeTVgaSrjFb7smljaTPQErcCSGF7mx07nRN0ifpw2qenJw8fvx4IrCcv7//ggULDAZDTk7OkSNHDhw4QNQ5dOjQ999/v2/fPpvNZj89cuAX3GYDgCNHjuzYseO7774zm83tK/cq5s+ff+vWLQCQSCTXr1+3l2/atInJZO7evXvXrl1Xr16dMGHC7t27ky9dunTpkkAgKC8vP3HiREVFRWNjSxhForn8ckb20vXmn0/C8gXQeq0ybTRgGNzJa31rL7FwyOCg7KXr5ZcziBJtfVXJsc0MnoUldBA0oTU3M3g7f/H89P9KWUwrEO4Gc6st6tSiI5/f44MvCJxYNvf35V5v1WTG7zgVu/74oGMpITakw7UMRrVZLQ6uIigwBaixWSEQCAYNGnTmzBn7JaPR+MEHH6hUqrS0tD179gCAQqHQaDTEdobjx4/X1taWlZV9/fXX7Wvm5+f/73//y8hoeTMajWbDhg0IghQWFv74448AkJGR8c4779h7sNls77zzjkwmKy4uJnrIy8vbt28fjUb74osvWu/muC8eWM1dmAw6BWPTHS/p/w50On316tWzZs1atGhR6zwUrQkPD58xY8ZDv7WT0DvndnLHBEnXkP8ZdTb6sMRZNGqT3sigONjb6eT0YaGTOISKojYAqqMA8iR9lT6s5hUVFePHjweAkpIS4tuyt7d3fX29XC5funQpAFy8eFEsFs+dOzc7O/v06dMMBoM4Tb19J+3qFU+RQCQQzJ49Oy8vLyUlxWq1tq48ZcqUHn48AACwr8EwDNu1axdxLBaL7RXWrl3bpsmLL75YWlUbEuALAGq1ms1mz5w5k9h2QVQQIfTLcU8NiPVnXE4DPy/Y+BZcvQM6PcSGA5MOX+yBdkYWHp8VH+N3Z97KxIx9dE9h/v73g0bXoT+5Q6ekZXF/Oy8ymVAq9e6PEMXwgU+VXty0yy9pAdNV3ElzO6r0y/12fLJ9oDxkXB2wbDop7dZOMeDQPpatzYKo62kcV5PDfswGoNCZADBx4sT169cPGjSIKD99+nSbFIkxMTF37twJCAiQSCStszO2rwkARKrFoqIi6CBZY+seUlJSRo0aRfxuCdOPTCYTCoXx8fFBQUEmk+ORd8kDq7k3n+PN5zxY23uhjZNCG5w8FeXfpHfO7aSVgaRrmPR7jQNM0jfowxL3deG5cVh0Cjn1taUPC53EIQEuHD6bjaHkvgknog+rOZfLJXwQhEIhgiDJycnEZvuEhASiQkZGhkgkKi0txXGcSqVKpVIQGtUkAAAgAElEQVT7qYBCkZQUzVy+HACIHA2bN29uXbn97RSFt8tPf6eqyLaaLVyxv0/i097DpyMdf1TvKVAUdRW1JBTkcrnQbi1X9N53Pl4CkRsPcBz2HIert2FAJHDZcOEGpGaC1bEfh6s730ehLXr3W5//TmsquRk/pwG6sjIk33DZtqFo217vj77xffe1Sns5nWfpN7Kh4MCG+Je+7uJhcLzo+NeV57YPW1bE925JkEHzMtJY1pp0ns+A5jbVy6+6iAINNI6Db7w6ORW3Umh8EUA5ACxfvnzr1q3Ear99isTWDVtnZ3RY055qETpI1ti6B6lUGhISQpwSbjhJSUlarfbDDz+k0WjPP/98Fy+kA/qwmpN0RO8UOvlfbZKuUai1Am4fjKJE0hF9W+IM0sTgiL4tdJL2NKl1Qu4j/GxF0gvpw2o+cODAM2fOBAUFCYVCoVC4c+dOIm0e5c8JXygUTpo0ycPDQ6PRVFVVmUym1qfp6elSqdTPz0+tVmdlZbWp/Jc74XjuT+vqbhwIHlMTNlqHUXFlTX7pH7lVl/YMfuMHCrPX6VQnQtdX19cdvjBmdOTdovIaKK+5l26DA90vHr5gCZEGjqzDqDiLaTOZ/2KytFoRGvWukeLNpdU0Kr7imdrlq0KPn3F9bGKj/VJQouzsumSLQdd5GMji419LU7YmvlpM51lal8fOq7/xrQ+FZvPsr2kpwqEylV98QZD4WrXDrorOiX2TnsD/tAqJRKK4uLjz588HBQW1T5FIWK/a4zCZYmsjjsNkja3x9fUtKSmJiYkBgLy8vP79+1+7dm3QoEHTpk0rKio6dOgQ4YZzv/RhNSfpiN4pdPJ/2yRd4ynk9/QQSLoVUuJOCCl0Z4OUuBPSh4UeGBjo4uLy8ccfh4eHl5aWent7t6kwY8aMrVu3RkREFBQULFmypP3pF198ERkZWVRU9Oyzz0ZERLS+2rqf0pPbFbn7k94spP4ZcZApMHv2z88+rL3zzYrBb+7qnue9dzoRuvRosqe3iEp7kLUAlUbxFAslJ26EbWsGAB9PY3k1w8v97pf/0kqGj5fRfkpEm0VR/MP/lj37Vnh4sC4sUEdcojBsgn7WhqwrXoMndTjU2+fKz37X3sQAAHxv4+Dna9N/8iw6KxT20+M40ljCxC0IhYojFAdu5BXXBfIK76RlrxSV37UfTZ069ezZs0FBQRMmTFi/fn1xcbFarfbz80MQhMlklpSUZGZmtumnfc02FYhkjcHBwc3NzfZkjW0qnDlzpqGhAQCIcI+BgYGbN2+OiYkpLi6eP39+R2+jc/qwmpN0RO8UOnLlyuWRI0f17CDySys/33N0yLhEe8mI0IAwD2EPDomkNfkVkoiAe9ovR9I3ICXuhJBCdzZIiTshfV7oJpNJJpN5enpSOvBZUyqVPB7P/sH5vk4BwKLXnHttROLr+e0jHeJW5OKmqNhl34siBj/kp/p7dCL01NEvBoDJw8vlwXqur1NmVhZOTLkGANdu8fcd8/jsnRIG3QYAFguycmPgsIGq2ZMbAeDJVyM3/q/Uw8Uiy2cb1Vi5mvrNr+67N+dz2S3bGcquCDTqF2KWfFhQUGAymYjP+3ZMGuWFN0cPXVro4mPoaDBVtXRlFZNjRgBwF1+jMEBfellQelEQOlHhHa+mMq0AoJLQi895Nkt9h/x3L9vDv5NHa5MiUafTEeaGLmu2wWAwtE7W6DD0gFqtxjCMxWrx47BarXK5XCQSYQ8aNKfPqzlJex660I0W676Uu5a17Ks3lsyZEh3a7z6GlJ9H+jKQdE2Ir0dPD4GkWyEl7oSQQnc2SIk7IX1e6DQazcfHp5MKLi4uD3wKAA051wX+ZofJFBAM9xskrbv5G2Fl0CukRpWczhMyRV73Pn51bYks/ZLVYnCLGiEIib/3hp3QidC1ZbXceL8H7pnLZ+LNLR/wRySosgvYT74SER2uZTFtd3I4MeHaWRPl9sr1uey8ay6ifnqmwMKqoUUzrKvWB325vojwAGAJTY2VlQBw7tw5nU7XxspQfPRz77imNiaGKgkjt4g1ZXRLxkc2y8YO14oEd0UTlNQkCtKXnBfk/eqK0W0WA0rnWsw65qj1ezo3MQAAn/+XL8N2E0CXNdvAYDAYDAYA0Ggdbpsn4mXYwTDM3b2LIBed0+fVnKQ9vVPopJWBpGtyy2tjgx/87xDJPw5S4k4IKXRng5S4E0IK/W+ia5BwXNtGGbTDcTco0kvr0s4WHFhvUsuZfESvstE4ovB5K70GT+6y88oLPxUe/Mh7oALDrLe/dPUePj9i4f81NTX99NNPfD5fp9M999xzaWlpISEhRGDLe6QToRsVavrfSFvIYNAsOtye32H5vyRPz64vrWTacHjhKYlLq60NX71efmef17AXanl/7qHwT+fmnXAz6zEaywoADL7V0CQjMiwIBIKamhofH5+MjAwPDw8BA8s+dyRkfpNCSdl71BNB8IHRmuEDVVfT+LlFLDoNVzZjFgsyMFoDAAK+Zd8xd7MZAYDFT0hdfAwJz9QBDkY1hcKwYjQ87zdx+ant0YvXP/BT935INXdCeqfQSSsDSdf0wh8uySOFlLgTQgrd2SAl7oSQQv+bUFncZj2jo6smLWZQyvP3/TtmTrlrsI5YezeWsLJ+equ5Kids7lud9KxrqCk4sDHxtQKmwAwAwWNlyZt/cYudePJWwcKFC4VCYXZ2dnZ2tkKhMBqNAKBQKORyeVBQEIqizc3NRI5A4kClUtXX1wcHB+t0OhRFGVa9xWJxuIUEwZC/k/8Ox3EEQVqnkGSzrDERmvY1c466x8yp57UK0+Adr26qZJScF0bOaAAA3AoIgp08eXL69Okoih46dGjZsmUSiYTFYhmyU9mBRrmGWnqVOTlJHhqoP3HWFQCGD1Rx2RYcB3kTdenCupsZPAAwmpCYCG1shObkRWFxBasl9AMC9mgO/UbILn9+sv+itQjaZ5P4PrCay7V6uU7fT+hCxXpdthSSzumdczv5MyLpmluF5T09BJJupQ9L3GC25NY1ynX6nh5Ir6MPC53EITdLKuuaHawHSPowpJq3x4bj1Uq1xmjquiqAKDyhoZBpszjO/1qV5mFsqhr5SoFriM6+9nYN1o18taDmym5Z5pVOem7MTfWI1DD/dPin0G3+g+tkmWfj4+N37dqVl5cXFRUVFxdHXL1z587p06fVavW3334LAPv377fZbDab7eeffy4sLDx+/LhGo/nhhx9Onjx5+PDhzOLy77//3uFN6a4uRsM9PbhDDHoTdg9R7a0mRNNAc4/QtikXx2nk5S3hDAzNFLrQ4/Lly/v379+3b9+1a9dstpbgmtK0Y66BCgAYO7zp2Bm3b/Z4hwXpWveTEKO2Hwf4GHKLWDsPeF2/zdcbHKxxmAILw8XaVHJ3w7nJZLpz505ycnJhYaH9pv9oHljN6zVahc7QbDR2XZWkl9E753bSl4GkaxLC7iPaB0kfoA9LvErZrDaZjAqriOU4VpPT0oeFTuIQhE6rbGoWsph0Sp/9pteDKJXKI0eOaLVaT0/PWbNmUakP7pcOALW1tadOnQIAGo3Wv3//+Pj46upqAPD19b2vfkg1b0+TzlCrUmtNpnD3rrchsD39BSEJhWcUEVMlbS7V57M1MiRmdg3tz4iGdmgsa+T0iuJjn7jHdhhtHUER3PaXVTGOIwhGiY6ODgwMTEtLO3To0MKFC4lLN27ceOmllwCgsLBQpVINGTLk5s2bOI4PGzbs9OnTwcHBUqm0tLQ0MjJy+vTpAoFg165dDm/KCfVTKVVsTofeGZ2jUuoQ3j34QhAGlz83Vtx9QBsgSEtzbSO9XM996qnZ48aNA4ALFy7cuHGDSqWaTEZFcQEz1Ao4UiWhv/F8NYLAB1/6r1pRae+Hgt0dw+5DnnOmNrqLTCcvdihN9zBZY+51YegAADhx4sT3338/ePBgNze306dPl5WVrV69Ojo6+t5fQi/kgdW8xbHlb7i3kPQUvXNuJ30ZSLomvaiy60okfYg+LHEcxwHARv4VbUcfFjqJQ6w2HP7UCJKHS3Nz87p162bNmvXKK6+EhYVt2bKl8/pVVVV//PFHJxUqKyu9vLwWLlw4c+bMlJSU1NRUFovVSUS6jiDVvD3EnwPbPetB7NLP6nKDso/6mnQt5jmbFSm/Ksz4OdhiQDz7O/YP8ojQKstKbNa2WRjtuEYOlRWwtI0t1iizHqtM9XSPHXfs2DEmkzl69OjXX3/9ypUWbwgURQnNNZlMVCo1Li4uMzMzNzc3OjqaTqcnJiaOHj36mWeeoVAoFAqlE6F7PDGuXtHWxeDeqZdrINjWXEfvvBpGxbkeRmkup015bTpXFNTiV1if75XbhCUmtiSbGzVqVHJyclxc3IH9+9M11OQ0PgDQqPin231PnBOxmDYaFeewrOm53PrGv9jvwoJ0R0+5/vKre04hOy2TC45gCQ16eQUAnDt37ueff969e/fq1auXLVu2YcOGNWvWrFq1qrGx8b7fRW+CVHMnpHcKnfRlIOmauJDeuNuH5NFBStwJIYXubKAIYiNNDI+GM2fOzJ8/XygUAkBMTAyxkZ5waNfpdEwmc8GCBSqVau/evQiCDBw4sKKiIjc3d+DAga6urvv27TObzQCwePHi1nnv6HQ6YVYYMWJEYWGhq6srAIhEoiNHjigUCpvN9uyzz2IY1lFzAlLN/z40rmDUB7/l719/bt3vHA8MpeAaqc0lqP/gt1ff+HAhSnGsUygFx2ioRaemcQUOKzBdxZFPvnP16w/EsUqUapWkC/3GLBKFJwSZ6Z999llMTExeXt706dOLiooAYNy4cdu3bycSdhK/Ci6XS2QxmDBhwu7du/39/WtrawUCAQDEhfhlXgcAkEgkFRUVw4cPt9/Uc8aogv98aQj1YDA6zIDQEQaDqaFe6fnymLqsUp6XrPPK0Y/Lbu0WM10sLr4teSKq03j1eZzRb1UAgLGZ0ixB1mzdhP7p8kOlUleuXAkAry9ZeOObk1PfqCDKQwN1Gi32+KRGAHAVmt9cWs1k2FAUB4DBcS1ROYfEqSkUnE6zGU2Ov6QyeBZDUS0AbN26de3ata0ziYSHhz/xxBPXr1+fOXMmUSKTya5du4YgyIgRI9zc3IjC3NzckJCQ5OTksLAwg8Hg6emZnJwMAKNHj+Zyubdv3y4pKQkLC7PvcAGAioqKjIwMBEGGDRtmTyGRl5cXGhqanJys0Wji4+P9/PwAoKSkxMvLi81u2Yui0+nq6uqCgoI6f8OtIdXcCemdQietDCRdk1NWEx10f26ZJP9oSIk7IaTQnQ3SxPDokEgk48ePt58OGjQIAI4dO9a/f39iuXjs2DGr1Tp58uTQ0NATJ04MHz6cy+W6u7vn5eXFxMTExsaePHmyuLg4LCzM3smlS5eqq6tNJlN5efnKlSsLCgqIGwkEgtmzZ+fl5aWkpLi6unbUnIBU84cClcWLeW5j1L/WNFcX4VYLx6sfjScEHAccMWkwGqftjgkAMOkwmw2hcjrLeuibOFcYNkiWcdlqNgz+zwh+QCQAREdHh4WFNTY2jhkzhkqlBgcHE5WDgoIMBoPdn+XJJ58kDgIDA1988UWtVmvPj5hdWr148WIAEIvFYrG49R1pbi5+LzxeeOJSbPR9/yoKC+v9l8/xnj3p2nsnAhPlVKaDp7YjCDD0ny27uVPs4mtg8C2qGobNigxdWkNl2gCg6JyXb+IslHrX0mFUNsoLb1n0WotRx2PcjZVAo+JCl7v+IGyWg5vaC+k0x0EWMBpuNWjr6up0Ol1UVFSbq4sWLbIfp6ambt26ddq0aTiOv/LKK6tWrSJSbL777rsBAQEeHh4ikWjTpk1CoXDcuHEajeaFF14YMmSI0WiMjo7evn37vHnzkpKSAODgwYNXrlyZPHmyyWR65ZVX3n///fDwcAD473//Gx0dHRsby2QyV61atWLFiqFDh16/fh3H8WeeeYYYw7Fjx8xm831ZGUg1d0J6p9BJKwNJ14T6efb0EEi6FVLiTggpdGeD9GV4dLDZbJ1OZ/9GqlAohEJhaWnp7NmzASAyMvLUqVOLFi3auXMnh8MhNqITBAQEHDt27Pbt22VlZW0WhEOHDk1MTDSbzZ9//rl9n0t6evry5cuJPgFAp9N11JyAVPOHCEZnCoJj754jiMfAxKo0WfAYBx/2q28KPOJGIEgX+5TZHv79Jj3dppBGo7WXJoqiHW2ZQVHUbmKAroQe/L9nLu8/W1uj8PYRdj621tRWyxUGy6j/Pk3hsb0GTy062xQ1s7bzJl7RGtdgXUMR26TBvKI1rkF6BMMBQNNAq80Ujv30DaKa1ajP+fH/6m6eEQVbqEyTWspQ15lr07ne8epOu78PDM0UhkgslUq9vLzshVKpVKFQEMccDsfPz89kMn3xxRdbt27l8/kAMGrUqDVr1hDhNhsaGl588cXx48fLZLLKysotW7YQbiO5ubk4jr/99tsAEBYW9t133xFWhuPHj//www9EcBY+n3/u3DnCyiCTyZYuXdqvXz8ACA4O/uGHH4YOHTpt2rSXX37ZbmX4448/Pvvss/t6QFLNnZDeKXTSykDSNRV1jWF+Xl3XI+krkBJ3QkihOxs2Gw6OI+WT/F0SEhLOnTtHfBQ1m82ffvrp+vXriRSDfD5fqVRyOJyqqqo33ngDQZAPPvjA/iF69+7dc+bMcXd3P3nyZJs+GQwGsXSMi4urrGzZgisSiaRSqZ+fn1qtzsrKysrK6qg5Aanmj5SwOW9fffeasJ9aGPCXNEZNlYySi+IRa/7XI6PqXOgUHnvQ75/dSFpOpaDuni4dVWuNTKrMK6wbmryNwmMDQNi8ty+vviQKavaMumsIqKhhnL/WsjfEhWeZM6WhWkIHAN/YvxgLqqsZN3cFJcx7m8ZxAQCb2ZSyYT5HmDV+dTXlTxcGZQ3j9o9eZgMaMEx1f0/eAUYVxhD4WTCstS0mIyMjLS0NAJRKpV6v/+abb/Ly8ry9vbVarVbbErpCqVSaTCYajUaj0caOHUsUhoWFESYGAODxeIMHDyaOCU0njvfu3QsAUqm0pqbm4sWLDEZLuE0PDw/CxAAAXl5eTU1NACASicRicW5ublRUVHFxsVAotO/UuEdINXdCeqfQSSsDSdd4uzneRkjSVyEl7oSQQnc2EATByTCoj4bY2NiUlJRt27Z5eXllZ2c/++yzADB37tytW7cGBweXlpYuXbpUIpF8+umnoaGhLBZLKBSmp6cPGTIkLCzs6NGjLi4ulZWVtbW1rfd123Fzc6uvrye+r86YMeOLL76IjIwsKip69tlnjUZj581JNX+ksD38B6zYkvb1y36DZd7xCqbAoldSatOFVanu8S9/xfEK6JFRdSl0bmS/hN8+u/34fwM0xqBAdwTt0PqI2/DS0vqKWlXCb59xI1uWx3SeaNAbO1M/epL+bJHg/9k77/AoiveBz/WSu1zqpYeEhIT0BAiEEqpSBemC+kMQBATkq4BKlaKiIigKggIKKEUQgwYpCtJJKAGSS+9XciXXcr3f7u+PxeW4XCpJCMl+Hh6ezd7M7Oy978ztvDvv+4Y9CrtQyaNF9DD2T9IAAJDwIHSas/+C3YK7fCSc4je4x6hHVrbKc/vIlOLkmTxHA6hHsGngoprrO0P9YvQ0jyfCZ2qEFEmxm92CZ/qZA5N0DQXFcEIpYAcMjCP7+9fU1KAnx44dO3bsWADA7du3f/75ZwCAVCoViUTHjx9Hy/Tv399kMpHJZHd3dzToCWoyePRtUB7HwkTzYv7888/Xr18PDQ1FzApisbh+XRwOh+5Revnll8+cORMXF3fmzJmJEyc256YcwYZ5N6RzCh2zMmA0jUKtY9BamegI43kEk3g3BBN69wMzMbQjixcvVqvVRqNx0qRJOBwOAODt7b169WqVSjV9+nQAgJeXV1RUlE6nmzJlCgBg5cqVNBpt5MiRAwYMIBKJFArF7JC13jFiX3r6E9kQN2zYoFKppkyZgsfj/f39XVZHwYZ5e+ObMHjoZxcq/9qTc/SyWaOhuLuzE0cM3bqE5v3MXjM2R+ieA+KG3Pspb+4WwfWSXj19/QM8iKQnFgg2q00iVpVXSd0SIof8+TU1iO34qUd4XJ+l393d807sS9yQfo9e4JNJkKNlQaUhAgAEYgpfSFFpiBYjoafUg+TeP+zFuWgZ7qWf094U1N9jRfe2BvfVCO65R734yKkBhkHRGV9RLjOoj4ZEhWpy3Csue/WdI2b6WRq/U8iGk5eRkpYMIzM8CATC3bt30d0HCDdv3kQOfH19Q0JCVq5ciX5UWlrKYDAAAMiIbib5+fk3b97cv38/Uuv69euolaEhhgwZsnv3bqPRmJWVtWzZsuZfCwEb5t2Qzil0zMqA0TRu1CbSFGF0MTCJd0MwoXc3HF+dYbQHLBYL2XHgiGNAezKZjOShAACgIeXRA8eXoo3j2Gbj1bvzMBcIBP/88w8AgMlkpqenO/rktwkikQgAEBgYSPPyj5+zBYAtbdt+q2mm0KlB7AEXd8sv51R/eaTg3wJ3LwaNTiXhYCuMMxpMGoXOe1BCwtF3fEb2c1ndN3HIoA2n7u2YK8qTxU6oBgCcueRzP58JAEhN0qalaBR1JACAvI5osRAGesAXbvgo0yZFDnr8ot5q0NiMemaAC+sYAMC7p7HmgTv6Z9V1TxWfOvwDLokKAQB6vQD4d93v/RQ4bBWPQGpsWpMUMlihEYiDxpIlSz799NOdO3eibgu3bt3Kz89HBlFiYuLWrVurqqp69uwJACgsLPzqq69+/PHH5nyZjuh0Oh8fH8TEAEFQZmYmOuobgkAgpKenf/bZZ/3790dSh7SIVg/zR8YTzJPuOaRzzu2YlQGjaaz2xkIHY3Q9urDEmwy+1W3pwkLHcMkjEwP2QNn5kJtU1yQPdVZDnGfPvj69cW0npO48zLlcbkhIyJAhQ1Qq1c6dOzdu3IhET6z/9fL5/MLCwnHjxrWofWT7vcugm8+WFgndZ2Q/n5H97AaT+n6JsUZqVWpIXu60ED9Wn2gCvYk3pcygiOHbLnMvHc36/ttK2NY/QvHCaDnNw0akQpAdZ9YTDAoSv9iTIier+6UNfff1Wo3pifowAHCzVN1uxZX97T38fR7JIf1EaH+NtMSNf5sVnq5qqCIMgdJ/esT936NIk8OHD9dqtcuWLUtMTPT09KysrGQymR9//PHnn38OACAQCB9//PH69evDwsJwOJxYLP7444+b0z0n+vXr99tvv61atcrd3V0ikYwdO/bQoUO3bt0aPHhwI7UmTZo0ffp0JKBDS2n1MPdnMsgEI6tTrlcxGqdzzu2YlQGjaWx219mAMLoqXVji3nSaymjy7Hz7yp45XVjoGC6hEQhEEoFMIDzrjmA8Bgbwloc/fFV4JMzbRCXbBLlucay4Q0M+DaK3LPxbQ7R6mK9aterOnTsuPxowYMD27dtb2uDixYvnzJnj6AnSAZDJZDqdTqfTo6Oj1Wo1lUr99ddfNTqd1g6/9ursgoKCsrIym81ms9kKCwsJBEJCQkJAQIBYLJbJZEgKwxMnTmg0GhaLxWQyx4wZc/ToUavVCgBAUkU2REVFxcGDBw0GA5FInDx5cuPLS5colcrs7OwJEyY0VGD37t3o1nqNRnP8+PEFCxYQCATQKqET6FSvdBcxQZoETyT1HDu3x4hXdD//oOM+yDlSbaxTwRAE2yEBzKD7+FH9EvrMGp84IL2srAxouI51SW7uRDpdKyEz/V14PcjK6O7/bXPQ1ZLpXlaap9WpjH+sXlpKD2+4e/w7HhRWJDt5KHpm4sSJ48aNKy8vt1qtwcHByC6DPXv2IJ/27t37yJEjfD6fQqH4+/ujjhK///47csBms9HCAIC1a9eix97e3vv27QMAkEikr776SiwWWyyW0NBQHA43atQoZKvRyZMn0fIeHh6OGyVoNFp0dDSSiqKltHqYe9GpXk3ZktoVyGw1CaW0HgE4whMvhCwWi0qlYrMf+enweLwePXq0on2j0Wg0GpvcS/I80jkf4TArA0bTMJ/ppIPR8XRhiXu7Ub3dOl0Y3s5AFxY6hktCPZgeDNeZ8LoPFy5cQCK0EQgENpudlJSEBnV7Jmx5+MMh3sG3RjxkUK0AABjGZZXXDDoryJ98yp3k9vTtt3qYb968GVlOAwCQvHorVjx6IYzk52spJpPJ3uEv3+7evatSqTQajU6nCwgIyMjIiI+PT0xMLCoqyr500cPDQ6FQvPXWW1wul8lk2mw2rVYbEBCg1WolEkliYmJ2djaDwXjllVekUummTZt69OiRmJiYlJR07ty58vLyhi6q1Wq3bNmybds2f39/g8Gwfv16T09PJPNoc1i5cuWOHTv0en1hYWEjVobr168jVgatVrtp06b//e9/hP8MiB0/txMoNI+eCQFx/RErkt1sJJCpd+/dAwDI5XKqp59TeZ1Ol5GRMWfOnLAX5hSf/6b/3Aqn/SUGJanmgSc7ygKAAgCAJ8J2m4tdD3YbTmnC/3giAIcDJCLUN0EX20uPfqoRUUouhA5c97lTLSKRGBMT09C94PH4sLCwlty9axw9dFC3poaAYfjw4cNo6pmW8jz+mtsNpqL3dgqP/0Nm0CwGc6918yJWvfqfCwcQiURnzpx55513AAC//PJLSEhI66wMMpmMy+X279//5s2bL7zwQlvewLOmcwodszJgNI1CrcMeRrsVmMS7IZjQuxuYxAEAO3bsWLp0KQDAYrHcuXNnx44dP/30UyscodsEhVn9ddHR+cNzERMDAACHgwdH8VUG5reFx9cnL2iDS7RW6I7rIsSs4BgM4nkhIiKiX79+Hh4eSAy/ysrKqVOnAgBiY2MvXLjg4eHRr5/roAMIZWVliBsFm80ODw8PCwv7448/7t+/X1VV1YijRHV1dVJSkr+/PwCATqfPmzevpqYGsTLk5O1KVO4AACAASURBVORIpdL4+PjQ0FAAgMVikcvlaFNcLheCIJlMlp+fj3zbtbW1Dx8+7NmzZ1RUlMtr6fX6jRs3Ll++3HENdv3mLSJkRa9is9kkEgkej5dKpcnJyfn5+WKxODY2Njg4GCkPw3Bubq5EIomOjkZCErSCUaNGoccECg0A4BRkMSoqyvEukLSvEeMXZj34O/ekNX6ygEh59G5WXUPJ+aVX71dW1lw/UXHFEDmilsG22M34Oi4VTWkBAIBhILjnbgmw+nlaRw6q0xsIf1704Qkp44YrAQBmLeHuwciEeZ+5h0a37o6axAbZhQaZ3KTS24wWyEohkN2INF+qRyDdl9ASV02z2Tx//vyUlJSW+uygPI9ze8HiL+x3OC+MSSIS8Uaj5f6uXwl0StjS6U7Fjh49GhQUNHz4cIPBAEEQMpClUimbzUb+BwCIRCJkEEmlUl9fX5PJxOFwmExmbGysn58fi8Wqrq7OyspKSUnx9vbu+DttJzqn0DErA0bTBPo8fw8TGE8DJvFuCCb07gYmcQAAlUqdPHky+uf27dsvXbo0fvz4Z9KZ65KHoV4mJtV5u3hssOBM+aU2sTK0n9Dz8vLYbLbjC1uRSCSXyxFHg4KCAhaLxWAwLly40KNHj/qOEgqFIjc3d8CAAciyAQDw4MGDO3fuWK3W2NjYkSNHIntMiouL8Xh8dPQTC8WysjK73d7I62gUb29vdC0NAHB3d1er1SwWS6VSIdclEh8/FZNIJGT7BhLWEQDg6+srkUjYbLbNZqutrT18+PC0adPYbPa5c+cauWjPnj3v3buXn5+fkJAAAEhISEAONmzYEBISEhkZuW/fviFDhowdO7a2tvb48eMffPABUnHHjh0zZ840Go2VlZV9+/blcDi//vprSkrKyZMne/fujWQqccRgMHz44YcrVqxwfPe+YcMG/4DAmN7R6FXUavWmTZvc3NymTZu2e/duu92ekJBw4MCB9PR0xDSwfv36uLi4kJCQgwcPjho1avjw4U1+sW0FnkROW3Oi4PC6S59c9I60k+lmba2bQUmO+7/NQQNfCkwdl/XJNLOWFPtSTeKM2vtHA1LnilhBZgCA3Yor/NMXT4J9Ig0qDZFOg+g0aMEs8aavw8YNV2qElG+/iKaEpdVW1s3uD3E4HD6fr1KpYBh+7bXXcnJyVCqVWCxmsVg0Gk0sFoeFhY0cObLJ3sIALqqrvizOuSi+VqiqFupU7hQck4ojE2Aczma3E6wQXmOCdRY4lOkV7xkxJmD4iIC+UazQxpulUCitC8eA8tzN7eZaZe3Zm6NGxRMIeAAAjUZOTgy5vfWwk5XhyJEjZDIZEU1ubq7FYkGU88CBA2vXrj106NCKFSuIROKyZct2794dGBi4f//+//3vf1988cXEiRNLS0tzcnLS0tLy8/P9/f11Op1Wq+1KVobOKXTMyoDRNNViWWxY0LPuBUbHgUm8G4IJvbuBSbw+bDa7rq5Oo9Fs375doVCQSKQ5c+b06dMHAGCz2Xbt2uXv73/69OnDhw//+OOPqBv82bNnw8PDm78HviF0ViOV5OxqDgCgkWx6m/EpG0doP6EjK9KJEx+nDLh79+6NGzd27NgBADh27FhwcPD58+dDQkKQt/qOSCSSxYsXjx8/HlnlQhC0efPmhw8fTpkyhcViHTt27NixY7t376bT6Vwu96effvrtt98cq2/atOn//u//mmNlcGL69Ol79+6NjIysrKx86623Hj58iJxnMBgPHz6cNm3a77//XlJSwuFwkEgKo0aN2rFjR0lJiUwmYzAY0dHRp0+f9vDw4PF4QqEwKSnJ5VUYDMa2bdsOHTq0Y8eOsLCwsWPHpqWlZWVlsdnshQsXAgBGjBixcOFCl8va9PT048ePT548WSAQ0Gi0//3vfwCAwYMHv/POO05WBrPZ/NlnnxGJRC6Xi25AQK4yYvyk2LAgx6tIJJI///yTx+PduHFj3bp1AIDhw4cvX7581KhRRqMxJiYG2asfHR29Z8+ejrQyAACIVHryoq9Nr8gUxfdsJn3QiGCv3v3wRBIAgOrll/7JuZxvFt4+kJswpTp2gvz2/iCGr5VMt9fxqD5RhtS5oocljCdaw8PcLM/TJ3okj5v30rzl+fn5f//9NwzDNpttzpw52dnZd+7cEQqFvr6+8+bN+/jjjydPnjxu3LivvvqqcStDqZp3qDzzcOWfMM7Yw0cV7Fs7NsLg5WYi4F2kt7BBeIWWKtHc+Ul4ZUOeuxuBOTdi8hu9JoUx2st587mb2/XlAoYXk+AQi4HBpFk1OrveRHB75Ahw48aN119//dq1a1OnTnW0BqL06dPnwYMHPj4+I0eOvHfv3rBhw3x8fMxm88KFC0NCQuRy+bfffpuWlgYASExMfPDgQZs4wnQeOqfQ28vKAMOwUq3VGYwAAHc3uoc7syXJZTE6F1Ehzs8EGF0bTOLdEEzo3Q1M4k4IhcJ///1306ZNq1evXrZsWWxsrMFgWLVq1caNG/38/CAIOn/+/IwZM44cOWI2m0tLSx0renp6Pn0H4j17Ch64QRAO/+Raha9wT/RqTRC4+jxDoZ86dWrt2rX1faGFQuHbb789bdq0N954Aznz66+/lpWVHTt2DNlfMGvWrLVr1+7Zs2fVqlWjRo3atm1bUVERatMpLy8XCoXNefOcnp7udMbb23v16tUqlQpZsaOb/H18fFauXEmj0datW6fVaqdNm4acl8lkc+fOZTAYFAplz549I0eOHDBgAJFIpFAoZrO5kcyjoaGhH330EdLb3bt319TU1NXVoR4EOBwuPDxcKBS6XDuhREZGIgcEAoFQL2irXq9fsmQJi8VavHhxZGQk4hxRWFjYv39/ROjoVdzd3RMSEggEAofDqa2t3blzJ9KCSCTS6XQMBmPkyJEnTpyoqqqqq6trvEvNRC6XL1u2rFevXna73Wq1xsXFuQyWKZfLf//990WLFgEAqB6+QQMfbykSiUS///77O++8Q6K7p31wtPL8gVu7vw9IqEtbILToCXYrPnaizM3nCQud3YKXFLjVcDzEzFRLXIyS4PHLL7/AMEwikVgsVlxcHADA29uby+UCABB18vDwQGxVjfhM3ajN3ZS7O1dZEhtUO7m/iO1uaPL2iXjIj2XwYxmSQuQAAGGd2z/C6q///CXdP2VT0tK+Pm0ztB157uZ2t14hOqXWbodQQ4NOayS5M1ATAwAgLS1t0qRJbDZ7165d7733nmN1JF/SoEGDDhw44OvrO3PmzOPHj+NwuGHDhsEwfPLkSRqN5uHh8Wxj7rQ3nVPobW9lMJjMp/6+fo9TQqdRGXQqDAOt3mCx2ob0jZ/ywhAiEQtn/fyRX1WT0qs1cVYwnlMwiXdDMKF3NzCJAwDq6uoWLlyIw+HweLyvr++aNWu0Wm1wcDCy6qDT6bNnzz579uybb74JAMDhcPPnz8fj8WazuT06k+IdnegZn10hHBzFQ09qjOQ7FT3PvzCnTS7xDIUeHR1d38TA5/ORZBOzZs1CTx47dmzt2rWo6wQej1+8ePHcuXNXrFhBJpNHjx595swZ1Mpw5syZ0aNHN7LCbxKXASbQOBSOn/r4+Pz0008UCkWhULz++uuOxRrpwIMHD0gkEuIl0atXr/Xr13/00UeDBg2yWB67xiBGCiQQKQIMw0bjExtYcI2+rPPy8kLcVTZu3Lhx48bvv/+eQqFQqVSLxYIKHTWFIP/j8fihQ4eOGTMGaWH+/Plubm5lZWW7d+9eunTp5MmTzWYzktPxKYEgqFevXmgayK1bt3I4HMSVxqmY0y2j+Pv7I/s+AAA4AiHypUWhw2dVnt177+fTOJzBL0ZlUOqpLBuBDElL6Qo55W6Fn6ISTwyOZscEDVz7bdnhw2PGjPHz89PpdHw+n8vlOn2Z6J/IwaMsv09SWFe1OHtzua58QGTlkj4yl9sWmkOQpz7Is3REbPlDbtW4fx+meifuHrA+nNmWCVCfu7md4uflNyE97y4nMSEEicuQyxFErn3DsQwSDiYtLY3D4Vy6dMnLy0ulUgEArFarQCAAANDpdL1eb7PZkOgM5eXlkyZN2r9//5QpU3r27GkymTZt2vQM7q2j6JxCb3srw87Dv0eEBHy+8i03h3CXKq3u1IVr+387+/bsSW1+RYz2phMqLka7gkm8G4IJvbuBSRwA4OnpiWSbQ8nMzCwuLt6wYQPyp9lsRpPJBQUFtffbsIODPx10jl+nZ8QFCygke42Seaei50eJS/v7xrVJ+89Q6PVXlVVVVVu3btXpdI4xF6VSqUQi0Wq1V69eRU9CEKTX6yUSSWBg4Msvv7xs2bIVK1aQSCS73X7hwoVW5NFsHVQqdcmSJa2oiLhLIMcikcjPz69v374nTpxAtldotVqBQODv74/cI1Ls3r17rTNmRUREzJgx47PPPtu0aRNylc2bNztepa6uDimZnJy8a9cuZB+HxWL54IMPvv7664KCgjFjxiCRL65du9aKDjSJj48PYk3gcDinTp0ik8kJCQkvv/wyWiAvLy8jI4NMJqekpEil0rlz52q12mvXrqWkpFRUVIwYMQIAUFheRYydEJgwqSjn1sWsm0adOiWQJJJrypR2qc6WnppCjwvWGU3vvbsEADBx4sS9e/fGxMSUlJS8+eabyP6FJkEzX5jslvUPvvux7PfB0ZWL+tficK20LzhCxEOpPcV9wiR3q3gpZzgr4v5vbcICIr5tXsS2epgLVFqpTh/r50MjdbRDffzeD4re+/rSrxcpDJrZYO61fl7YkmkuSy5YsGDt2rXz588/efJkXV2dSCRCjX0RERF8Ph8AEB4ejkg5NTX1yJEjkZGRGo1Gr9fzeDwAAI1Gq6ioyMvLa8jL6Xmkc/6gt7EaCcRSu93+yvgRTuc9mIw3p41fvWO/Rqd3Z7RBNiaMjiSntLpfdCMZiDG6Gl1Y4iqjqVyhYrvReniynnVfOhddWOgYLrlbyfd0Z0b6emLujI6wWKyBAweii0m73W6z2ZBjdPc4Ho93fNuJvFJrEwLpPvkv//5t4fG/Kv/V2QyJnr0vvDgn1ScWtkMAgnBP/ejfkcPc6YUwi+U85X7//febN28Wi8Vbtmw5dOgQYsHR6XQAgPv37zsVnjJlCvL9I4Hib9y4MXLkyKysLAaDUd9+0SIsdnuFXMVm0H3caE/TTkP06dPn9u3bixcvTklJUavVVVVVW7ZsYbPZUVFR77//fnBwcFlZ2apVq/B4PJPJDAkJ2bhxI4vFMplMTCYTAIDD4fbu3YvuOGgO48ePz8vLO3369JQpU6KiohYsXpIQE41eBS0WGhqampq6fPny6Ojo0tLSOXPm4HC4oUOHrl27lsfjKZXKsLAwLpdbUFAQHx//lF8Cj8c7efIkBEEikUij0SxYsEAulx8/fvyTTz4hEAj79u3jcDhIwA6NRnPgwIEvv/ySSqX+888/Fy5cmDt3rtlsrqqqioyMrKmpQRqUyWRkMplAINx6WLT9u5/wePysWbPefXfT2oEDL168CMPw6NGj0at7eXmtW7dOpVJNnjwZj8ej4V2d8lwgiRLRAwaDMWfOnDI1f+qVd0m0ygUji93ILsKmPA0EPDwwsiYuSHqCYzwnuH5qxNfBbuynb7bVw1xjMlvtkMFi7XgrA8GNmrBvTdy3K401Unp4II7whD03LCwMlQ4ej0e22GzdulWhUHh5eaEORDNnzkQOJk169Eo7OTm5d+/eFovF3d3dYrEQiURkCHz22WeNbw567uicj3BtrEZ1Gl2Qn4/Lj/B4XICvV51Gh1kZnjs6oeJitCtdWOK1WqPdDsn1RszK4EQXFjqGa0gkhcEYYmNS28L1usuQkpKyb9++uXPn0ul0AMDOnTvj4+Od1nhubm5KpRKCIDwebzAYrl69OmTIkLbqAJNEX5c8f13yfPRM7V83c+duga32mM+X9Hjb9fu9ZtJ+w7z+I7tMJmu8ysqVK0ePHg1B0NWrV3/++WfEVx/xUHj77bcbCXUxceLEM2fOjBw58syZM47xJluHxmTRmMw4ANrJygAAWLJkiUajEYlE7u7uaKLK1157bcaMGUql0s/PD/323nvvPbVabTabkV3fAIAdO3YolcrAwEA09wQAYNeuXU6XOHnypOOfa9asaegq3t7e6NbxmTNnTpgwoa6uzt/fHzHi+Pj47N27VywWe3l50en0adOmPY03CgqLxYqJiYFhOCgo6M8//7x7965IJIqOjs7NzQUAhIaG3rhxY8aMGQCABw8evPjii1QqFQAwevToEydONN7y0KFDkUVmcHDwwIEDAQD+/v4cDqd+yVbkXs3kX597c/2Q6PI+YZKW1m0+7jTL9AEPbpfLkv+cmTHy66H+KU/Z4PP7a46nkt0ig5suhxTG4319fZssRqVSEXVyDLeBTO9dic4p9Dbe++fFYgokrn9XIAgSSRWe7sy2vSJGB/CwjNd0IYwuRJeWOAQAaIP9jl2OLi10DBdAyKtmbDA8ibu7+6JFixYtWvTll1+uWLECgiCXr5EnT568bNmyHTt2rF69+infpTdJ4ZIvB/QNHzYitnj1HsjknOeyRbTfMPf09FQqlY5ncnJyGq/i5+cHAMDj8Zs2bTp8+DCymdnLyys0NPT69euOJTkczpw5c+x2O/Ln+PHj7927V11dfevWrQkTJjxlz2EAg/YfB+7u7r1790ZNDAhkMtnf39/JQMNisVATAwCASqU61WophVxx/auguLm5BQcHO0Z5JBAIwcHByDKMRqO1iZeQh4dHQkJCYmJienr66tWrMzMzdTodBEFarVar1VKp1BdffBEpabVaHTuDrA/rgyQZBQ4RMRytIY4RLlrNwfLMubfWTh/woF1NDAg4AAb2Ekzo+3DSv8tO8648ZWvYr3k3pHMKvY2tDMH+vjQy+UjmJY1O73heXqfed/JsRGigO+OR9eiPS7fmrdmG/Nt24ITFbLlx7hL67/OdB5CP/rh0K6ekGgDwoIwLQXBBVY3JYi0TSNR6I79WUatUS+s0/FqFRm8sE0jMFmt+VQ0Eww9KuQAApOLDMp7dDhVU1xgt1vKaWrXOwK9VSJRqmUrLk8i1BlMpX2y22jiVAgiC75dWAwDulVQhFW12e0FVjdFsKa+pVWn1NVIlUpH7X0WL1capFMAwfL+Ui1SEAXhYzrPZocLqGoPJUlFTW6fV18iUEoVartJWi2U6o6mELzZbbXkVfAiGc/67IgxAbjnfZrcXcYUGk6VSKK3T6oWyOrFCJVdrq0UyndFcwhP9d0WAdBW5x9xyntVmL+IK9SZzlUiq1OiFsjqRvE6h1lWJpHqjuZgnstpsueV8GIaRKjkl1TAM55bzrTZbMU+kN5qrRDKlRieS1wlldUqNvkok1ZvMxVyR1WZHfn0dK+ZV8C1WWwlPpDOaq0UyuVorkquEMmWdVl8plBpMliKu0Ga355bzYbRiaTUEw3kVfLPVVsIXaw2marFMrtJKFOoatKLZUsgV2uzQw3Ie/J8g7pdyYRjmVAosVlspX6w1mLhimUyllSjVNVKlSqsvr6k1mi2F1UKb3Y4Ms/8qVkMQnF8pMP9XkSeRy1TaWqVaIFWqdIZygcRosRZU19ghCKn4SNlKuRAM51fVmC3WMoFEozfyaxXSOk2tUs2vVah1hjKBxGSxFlTVQBD8oOyxsrnUUmmdRlqn4UnkiJaaLNb8KoEdglxo6X/KhmopUtGllqIVn9BSnUEgVUgUj7RUozeW8MVmq7U5WiqQKhFl44rlEUHsxrW0sFpoMJkrhLXKx1qqqxbLdEZzcTO0tFIoVWp0QnmdSKF6UkvteRUutdRexBXqHLRUJK9TaHSVDlqaW8F3qaXFXJHOaKoWyxQanUiuMpotAAAIgl1q6f3SahgGnEqBxfaElooVqnpaam9IS0t4Imct1RkqhE9oKdywlnIlcplK46ylVfW0tIwLwTCnUmBy0tI6jUD6hJba7VDDWipW6w1IxUAfT55ErtYbygRil1r6oIzrpKUCqaL2P/VGtNRksXIqBRD8xLh4rKUW65NaqnHSUsdJ2FlLhUjFx1qqNZjQKdFJSx+W85y0tEamdNZSW2NaikzCj7VUg1Q0IcrmpKUAAEctrRRJFU9qqc5oLuIKrTZ7brkLLbXa7E9oqUIllNcpNTqnuRS40tJiZBIWy+RqHaKlSq2+QlhrMJkfKZuDliKTMKqlyKqjTqsXK1QCZy11moSrIQjmVArMVmsJX6zRGxEtlSjUAqlCpTOU19Q2qaXoJOykpUazxYWWlnLtEJRfJUC1FKmI/OI7amn9SRjR0keT8JNaik7CqJaeOXPm8SQMQYiWBoRHffXNriEjR7+zYtXctxYhWlolUez6bk/+f1o6c+bM2W8tnT5jxpy33/3k009ZAT2M5ie0VKbScsUyRy11NQnbC7lCg/nRL76jlmoNphK+GNFSPJlksdhsFhuMxwEC3ulRQanRCWVKkfwJLbVYbS60tIIfGxZUzBXpTU9oqVKjqxLJHLXUaRJ21NIqkdRksRrMFlRL9SZzEVeYktLnVMZpjUaDVNy+a09RUZFGb7RYbcjcrtDoEC0VyuqUWr3JYjVbrYiW1llwb86f//7qNRAE5ZRWv/HGGzu/+TY3N6+EL9YZTffzSz7+5JP+AweJFOo6rb6ippZMpSck91mzZk1kdIwvm+00CT+ppdontNRsKaiqQR8VkK7yJHIAgN5odnxUkNZpJP/94qMV7XbnRwUHLZVo9MYntdTY3EcFnaEFD7TQfw+0AgmibLX1Hmjzn5xLkyJDkUm4sFro4oFWLGv6gfZJLUUfaB21FJ2Ec0qqnR5oeRK5xWZDtFSu1t7nFLl7eLp5se12yDO457Bhw0R1erFYnFfBBwDgGJ737t1DtPTa7Xs1QqFQVlerVJss1jqDRSpXFHGFVpvt8vVbAIDymlpUS+u0euSB1mS2KjQ6hdr5gfY/9X4swcdz6ZMPtGKF6tO7Bz988Plrg+4HejyxnGlXwn00swbmvpW1ftvt4y4faDn1Hmif0FLkgdYOQRAMGn6gfTQJIxWf1FK90QwAqBJJXWhp65ZdAomqw5ZdXKHB3NxlV30tbdmyq4LfrssuxwdaREubXHaRiISnXHY5Lsznrdm2eMMOx4W50dSaMDG4GzeuDxninN3naTCZLRkXb9zJKyYSCAw6DQZAo9Pjcbgh/RImjRjkMsdEcSXvu2OZixf9H3omlOXmTiG1Ya8wngZOpSAxIuRZ9wKj4+jCEi+VKuqMZiIB3y+4M2b9eYZ0YaFjuOQ2TwQASA5kUzvcBRcDxWaz4fF45HWx4zH6KZFIVFzPzZuzyWo2J3yzkj11+NMkF2yTYY4kC0ADZCJAEPTJJ59cvnwZCbQWHBzcp0+fhw8fIlEP165dGx8f/+qrr6Ll586dO3/+fDS7JARBCxcuHDlyJFLm2LFj+/fvDwkJIRAI1dXVr7zyyuLFix3fxmdlZS1fvnzr1q2O7vetQ6Y3VMpV7lRKrJ/3UzbVOXnmc7tUKl2wYEFSUhIMw3a7HYKgDz/80MvLa8eOHRAEMZlMPp+/ceNGtVp97Nixd9999+jRoyUlJcHBwWKxWKlUfvvtt1KpFPlow4YNgYGBBoNBIpFMmDCBQCBotVokzsLatWu3bt0KAMjPz8/Nzf2///u/pvrVIBm8K4uyN7w2OMeD3vTKiqAl0AsYZDEZxgOrv9mQqLfT7a2+NABApqUdz+pzbOiXY4MHtq6FVku8UCLXmi29fDy92817CKOdaI9hXiB9HHLopx+PzZs2LiGqBX4ZxcVFbW9lQFFpdXqDCYfDMeg0dAuD635gVobOjclipZIxcXQjurDEMStDQ3RhoWO45C5fDMEwZmVwwmy3nOJePsH9q6CuUmrU0oikALrHmKBhr4aPS/GObvPL/fLLL2Qy+ZVXXgEAfPHFF+np6YMGDUI/PXnyJBrPDDm+e/duv379Wr2Jvb2HuUQikUqlbDYbieT3NFgslqqqKjweHxoaWn/bPIfDee+9986fP+/oa906uryVoTPP7UajUa/X+/g8Duim0+mkUqmvr6/RaGQwGFu2bHHKpimXy+l0evv51d+szZv479LZAx+y3Q2Nl2Q8YPb4PIKW4+bmS6ZRqQCGDSazQWHRp2l4a6sMca3fBCFQMjLuJl8ffyjBM6IV1VstcczK0BkQCoUcDsfNzS01NZVGa64gGhe6SSilsL1aGj/46a0M7fJsoTeYlBptENvbg8kQiKWZl7NsNntMROiApJj2uBxGe8OvlUeFBDzrXmB0HJjEuyGY0LsbrlLCd3dOcS//785nnkxVr0DuhEgdg2q12vEqPSVHmnvo4qnB7L570zYE0F2HuG41JpMJAGAwGJAgdnK5/Pr16zabDYlrqNfr//rrLxqNptc/WrTcvn170KBBYrHYbDZ7eXldunQJgqDx48fz+fyCggIqlfrSSy81dK32Hub+/v6N2Bcgu01ekC3Lv6quztFLRTaTGcAwkUKhswNYYSk+8cPZiYPxpEfe9WQyGc0hWp8///zz5ZdffnoTQ3egM8/tNBrNaR1FJpP37Nnz4osv0mi0v/76a9asWU5VHE0SbY7SrHnl6qqxSUWNmxjwVlz4h1G+59gxkWHBo70JRIf9R1a7oEbuPpVVO0vM+6gKJrRmng3x0r0QX/Ly5eV5k35jklpsT+nMEsdonMzMzKKionHjxikUio0bNy5YsMAxDQqCyWS6efPmCy+84HiyIaHz9v1Rum4vHoe3mcxBs0fHfvUuwc11rJP2oO2tDOev3z179TaL6WaHoFnjRxw98++ogX1oVPLfN3PEMsXkF9osDjNGhxHg3WCoZ4wuCSbxbggmdIxuzoc5Ow9X/TYhhRPirUNPUoh2BsUa7KUbHMXPKq/pk1l49sXv+rTppob4+Pj8/HyRSDR06FCbzSaXy1966aWsrCwk/P5ff/01pws8pAAAIABJREFUadIkCoXy1VdfAQC4XC6RSDQYDDdu3Jg6deqJEyfGjx8PQdCFCxd0Ot2wYcOQHekNbXZ4VsPcbjZWXfix6vxPbj4Wv961vYYZGL5WIhUCANgsOL20WCW4XfXX77nfE3uMmh05aSmJ3mCk8CtXrlRVVV2/ft0pqwJGQzxfczuZTN62bVtBQYFarf7www+9vTt0g8msa+/3CuJG+9c1UgZvxcXMSgoW+aUOjyESnQcakUQID/cLDvK+c76YVk0vPpTfugh4ccFyvoK75PYnv6RvbWnd50viGCgymez+/fubN29G/kxNTV29evV3330HADAajRwOh8lkxsbGVldXZ2VlpaSkeHt7o+dDwnoaDAa73c7j8WJiYhCbdc3Rv7lbDgxOi3RjUG02e/61e5wFn6Yc/7jD7qiNoz+qtfp/sx98vuqtT9+bP33M0G9/yXhz+rix6anDUpPeX/DKtbsci9XWtlfE6ACUGl3ThTC6EJjEuyGY0Lsf2GaGx2zN+/GE4Pgb6XcdTQyOEPHQ0Gje0LiHY/9ZzNe1Zcz55ORkDoejUqmQTHt8Pv/SpUswDNtsNgCA1WpF4vyjy63hw4dfvXoVAEAkEtVqdXFxcWlpae/evSdOnMjj8S5evGixNJiH4pkMc/61U/+uGKqp+Hbw0sIhywp7vSD3jTLQPK0kmp1Es9NYNp9ehsiR8kGLioatKLLIvr+8Ir3q/E8Nbbaprq7m8/nfffddI6kuMRx57uZ2PB6PZKPoYBPDyepLJTrO0OjKxouFrY0MFPql9Ymtb2JAIZGJg/vFBxb799ja08XHMJBkeRQfCCo9FCTPbdCg9kJ8yT+ia1fE95vT+ezsbOTg2rVrDUlco9FcvHixOa011LgT165da0VrGA2RlZXlmNKIyWT6+voqFAqdTrd161YcDldaWvrzzz8rlUqdTqfVah3PHzx4sLi4ePXq1bm5ufB/k2fFpv1J8cFuDCoAgEgkJCWGyi/dNfLbPWcKShtbGYS18qjwEAadBgDoGxdNIpKiejxKfEqjkAPZ3vI6ddteEaMDoFPbIFsyxnMEJvFuCCb07kZDme26ITny4h1FP03rn0sjN/EiJCZQ2bdn+axr77dtB3A4HJLWEQCg0+moVKpIJOLz+QCApKSkY8eOnTt3Ti6XIwW8vLwePnyYmpoKAOjfv79EIqmoqLBardnZ2VqtFo/Ho0n+6tPBwxyyWXN/WFF9btOAefl9Xytn+DaRhpPmaUuawRv0drHo1pf3vl5gNxvrl3nzzTc3b95cfxexSyyQ9bI4Z0/xqV1FJ/8S3NTbXDTY5cHm9uagtRqW3/lsVHwhHt+Y+dWNw/DN9B+Q3LvJ+ROHxw1IjvH7OZBa6exa/+DzcGU+03+Qit1fzTvrW3HCtZMRiQCNjC9emLXRCjX9gvaHH35ADs6cOdOQxE+fPv3dd98VFRU11Ageh0P/d9m4E2fOnGmyYxjNR6FQODkE+fj4qNVqs9m8cOHC/v37p6enV1RUJCYmhoSEhIWFOZ6vEfABAMnJya+//joSIRi2QwahjOXhhraGJ+DdvZm64o7LednGHhNkEtFsfvQrYrXZbHab1WYjEB45zlmsVjIWZeo5pE0yD2M8R3RhieNxeAAAtrqqTxcWOoZrYBhgtgYAAAAr7n4xJLqCSW1iDYzQP0J4sKbiL8HNl0LawAMUiYSPJl9AFs8Gg4FOpyMJJgAAMTExSOQFAAASDHLdunVI+X79+iGh+8lkclJSksFgoFKpjcSG7MhhbjPp73zxOplaMGRpFYHcgusy/SyD3i7NzzDd3Dgpbe2vFPfWvNC2w9DXhUc+zfvRl2n1dVfjcFBdtTv/KmlR76lbUpbQiY89k3EAB7r0jwI2tzeHrwuPBHlJe3hrGy8Wui08JjLUZb68+pApxF7hQaqvlGXfPV7YGyUUk5zcZ0018mff3vorC2IjZkhwrkZttH8dhyf5qSxzUe+pzbyR7du31ypdv9C9fv362rVrMzMzY2NjXRbo4cXSmMwetOaapbZv397MkhjNwd/fXygUOppQa2pqfH19zWbzyZMnaTSah4eH4/QOwzB6HvkpDwl5nGYCR8DT/Ly0GoM761FoDxiCtUq9W1THZZxp4zV/aCCbK5TcLywL8fc9f/0ui8m4kZP/4uC+AAC+WKrWGbw93Nv2ihgdgMWG+bl0L7qwxIM8GAabje3WXuGpn1+6sNAxXOJOItLpVErzHpe7MAJ9LaeufHmqrJnlcTjQt2fFD2XH28TK4BIkfj6asbLx1JUk0uO44k0G3u+wYQ7D0IPdSxheD5Om81qxgscT4KQZ3JLzpntfzRu0/nc8sWUB8y2QddK/y6tN914fUujNMKHndSbSlSL1gL9uXR33kzeFhZz0oFHYDDoNB58+fbqiooJKpaakpAwZMgQAYLPZ0G0jjly7dm3YsGEAgOzs7IEDW5lusMPA5vYm0duM3xQdfXVwRePF8Ea8W7Z70KgWmL1CQnxLL3ngbDiY+HiLhM3oYFHAw/0/qcABHACwjkcr/TkQsuEgOwh7Se6XpgIApPUo+2rXV2/umkTCEwEAZ8+eDQ8Pj42NNRgMX375pUwmAwBMmzYNbe/LL7+c9cab9Xty//79uLi41NTUb775xmKxIJFTbTbbrl27/P39T58+ffLkSTqJKBHwP/z4e5vNZrPZpk+fPnToUKT6P//8k5mZCUFQSEjIypUrkepffvnl+++/DwCoqqr6/nsXtTBaxNChQ7ds2TJ06FACgYAE/cXhcEwm89dff50yZUrPnj1NJtOmTZvQ8qdPn0bP3757DwDgZGKOWDs375Mf+6X0oNHIkB0qKBR6Dkqghwd22B21+V4G0tuvvnzqwjWlSpPYO2Lj0jnbfzqZU1BKo1K4Qsn86eOx1ybPI0w6ltKme9GFJU4nkZICfJ91LzojXVjoGC7xd2d4NJpkuptwoSY72l/b+DZpJ6L8Vd8V5EEwhHf5/rET02HDvPjXz226u/1m859mk0DvsZKcX4o4P36YvOirFlVckv2pGMp+JY3jJFYG1TqxT8GVIuPUK+9eHfsTsouBiMcDtfLtFSteffXVqVOnarXaM2fOnD17duvWrUaj8eeff65vZThz5gxiZfjhhx86v5UBm9ubZH/pH6HeakeDlEtoJXSqB4lEbsHSiUolk8gECpdqinzkrUPzN/ska7NWRYWMVngnaun+FrdAM/JR3tc9+q6vovpYIAv+5rvR7H5qHBH2ZxjcFOYT1RdfjxgHABAKhUhEknXr1k2aNGnEiBF2u33z5s2IuQEAUFhY6FLip0+fnjNnDg6HGzZs2L///jtu3DgAAARB58+fnzFjxpEjR5BiH3/88RdffMFms81m85tvvjlo0CAikSgQCB48ePDtt9/i8fjMzMytW7cia93CwsJGajX/W8JAYDAYs2fP3rBhQ1JSkkwmu3bt2uTJkwEAqampR44ciYyM1Gg0er1eJpNVVFTk5eU5nrdazDwej8FgODYYumCSVaW79ulBGpNm1Br9xg9K2vtBR95R2ytBZGjg6oWz0T83v/NGSbXAarWFBwe4Yw80zydytRZ7GO1WYBLvhmBC725gEkeo0Arc3RQtqkIj28gEIDXV+dM6NDrd09MxQldzi2quHx/+fjm+VWn8HoMDKbOqr+74R1aQ5Rs/qJmV8pTlp/kXF40saMhyNDym8vAN71PcyzPCRiFnNm3a9P777w8ePBj5Mzk5ec2aNdeuXevbt6/LFp6vjeLYSG+S70uPDYyvarIYqZZCpbZsWw0AgOJGJknIqJUBABC7sEZbTau97ZH3VZhFQ+w9V+SXpoLtuNi3aqg+FgAAwMEEKmRSkGh+FgAAg2rYW3oUsTIgSKVSo9E4YsQIAACBQFixYgXiS4VQX+IajUYgECBb8SdMmPDpp58iVgYAAA6Hmz9/PvIO3G63v/vuu2w2GzlPpVJlMllAQAAEQcuXL0fKTJo06dSpU3q93s3tkcN/Q7Va+kVhAABSUlKSkpIEAoGbm9uyZctu374Nw3BycnLv3r0tFou7u7vFYiESiZ999hkOh6PRaOj5Ym5NdGigs7scDhfx/ms9331FV1FDC2YTmR09D7S7qQmPx8dG9Gjvq2C0K0E+WCTn7gUm8W4IJvTuBiZxBIVZTqG2eEu5GxnUmbXPnZWhY4RedGxz1ItCMt3+9E0RyFDsBF7hkQ3DPruIa97OkR/LMpJ7CMjEBq+Ow4HUiIofSo8hVgYul2uz2VATA8I777yj0WiQ4xMnTty+fdtms40ePXrixInAYaM4ikaj2b59u0KhIJFIc+bM6dOnT0vvtP3ARnrjPFSU1lmUoU1FZAAAwAQYbnlqHgiGANG5FjPcyAw3Rs4W60WUu+t7McOMdH+z1UB4+EU4ZMHjCLBNR0SzrLhRrNl1XK5OHMZ4tHQXi8U9ejxeW3l4eDjm46gv8bNnz6pUqpUrVyJ/cjgckUgUGBgIAAgKCkKXpgQCQafTbdiwwWw2EwgErVaLZCvw9/d39Mbq0aOHSCTq1atX47UwWgcej0eFm5aWhhxQqVQqlQoAQHxVUHGg58MC2A1F5MGRiMyYsHbutWuwDS0YTVMlksWFBz3rXmB0HJjEuyGY0LsbmMQRAmgB1aYWv59Um2A/mld79Kdd6QChK4rvGmVFPd5QtVWDAQm6iqu1knsXA/qPabo0ADdl91Ki6xov09NX8z2nDDmuqqqKiYlxKhAYGBgYGKjVau/fvz9z5syvv/7aYrEsXrw4NTXV398f3SiOsnr16mXLliHe8qtWrdq4cSOaNOSZg430xvm16kJMsKg5nj1Wf4vJ0GACl4awaK3WgMeRZcU3PSwqUo+XHjk4uAWa2QNU6gqaRUOo+p2durGKQLMDAHI2RyAFENta70BFBvfyivjXVCoVAIDBYKBWMACAzWZTqx9HfKwv8XPnzv3www/o7oOLFy9mZmYuXrwYPBn2paio6OjRo9u3b0cWsatWrULOq1QqGIZRn3eVSsVisZqshdGRdM5h/py5FGI8E6JDsY1P3QtM4t0QTOjdDUziCNGsHnU6douqaIxkAo7oSWkw0X0n5Pbt2wKBwKXQs7Ky6uqaWJY3H96/h8IHi3BP6SvhCA6EDRQIb51oZvE6s45OaWJzCpVs09usdhgCANhsNnf3BgOTR0REpKenAwDIZHLfvn15PBdJ4DgcTnBwMBK3n06nz549++zZs83sbQeAjfTG+Vt8PZzdLJ8pU2+9RW8zG1tgaNDrTTac3RT6OOIDI9jMzWTbjY/C7sJ2XF0Bk9nDZBBTPGP1iInBoiIpCx852BPpdnMdMdRLel50xWAwXL16FQAQFhbG5XJra2uRMhkZGXb74807ThLncDhBQUH+/v7M/xg7duy///5bP/mIUChMTExEjAVKpTI3N/e/u9D//fffyDGPx1Or1b6+vk3WwuhIOucwx/YyYDRNfpUgpRfm9tKNwCTeDcGE3t1oK4nfvn37/v37NBrNYrFMmTKlma9w79y5Ex4ejrjy1ufcuXO1tbWDBw92zOl1+/btoKAgJFPXtWvXYmJiGqreIsYFD1qcRbPa8SRCcxP+lUi8xocMxD1X2Q+VSqWXl5ej0NVqdW1tbWRkpEKhMBqNMpksJCSERqMBAKRSqUwmi4mJwePxOp0Oj8cLBIKIiAgikahUKhUKRURERP2PAAAwZK/Nuxk3xnUivVbjF6sv+DMHslrwJHKThb0oTL2Z1HgkP6OFyCCSCTg8AMDX1/fGjRtOBex2u9lsBgB4eHigJ0kkkuNaDoXL5RYXF2/YsAH502w29+7d26mMSqXKyMjQ6/X+/v6TJ092zAzSHCorKz09Pb28nLfPCIXCCxcuAADIZHJ8fHxKSkr9utjc3ghaq6FCLZnoqWtOYYgEq1+o41VIopqdC7CaL1FMkjlOFcwwY/iU2hv/i/ZJ0uKIsKqEETxazggx0Xys/HO+BbtDITuwmwjsVHX5sYCkFTwAQOg4uehb30pc/od/fZiYmAgAIBAIq1evfvfdd5OSknQ6Xc+ePR3jIDhJ/I8//njppZcce0Wn02NiYu7evevk2jNw0KBTv//+xRdf2O12o9E4ePDgAwcOfPTRRz179iwvL8/OzqZQKAUFBRs3bnSM5T948OCMjIz6tZr5FWG0CZ1zmGNWBoym6YSKi9GuYBLvhmBC7260lcSVSuWLL74YFRVlsVj279+/dOlSx4UoAKCyspJMJoeEhDguShMSEigUCnhyQYu2WVNTM3fu3IMHDzpaGZB1MnIsl8uRRSC6VDYajTgczmQyEQgEZC+xm5tb/VVZfbwprLEhafeqhIN6uXhNXR8bhM+pjMgc8XoLvqNOAyr00tLSO3fuxMfHHzx4kM1m//bbb8OHD9+7d+/8+fN5PF5xcXFMTMz+/fsXLVp07tw5s9mclJT0448/pqamlpaWRkdH//DDD2+//bbjR4sWLQIAaARlVHcchdkGERkcIbvZmQGwsvS+T3zTCR2G+6c9lN9r3M2+SsZK83vkJREREZGTk2Oz2Ry3jv/2228ajWb27NkNNPAELBZr4MCBS5YsQf602+22J5NHajSaTz75ZO3atV5eXhwO57vvvnv33Xeb0zJKaWlpZGRkfX3m8XgBAQHDhw+3Wq1Hjx61WCwDBgxwKoPN7Y1wX14SzIIJzU4xw/+wivWiZ2ioH5XatMHLoDfxBBLhMb7T+dBx8qCRSr2QCgDce66IQIEAAASaPe3zMoOEgidDVG8rgIFV/2i/Q9gkWfALyrLz/RdMW57k/SgaQlJS0i+//FJTU+Pt7c1kMt9881H2ykOHDjldzuWCf8uWLcjBvn370JMSo2Xu6g1ekMWLyfD19YVhWKfToW2q1WqVShUcHEwgEByvRafT9+zZIxQKKRSKYy2MjqRzDnPMyoDRNPdLuX2jw551LzA6ji4scYlWz1Wq3ankWD+fZ92XzkUXFjqGS+5UC8lkYlIgG//UGaYrKipMJlNFRUVsbOyDBw8cF6KZmZlubm56vb6qqqq2thZdlIaEhCQnJ8vlcscFLdqgyWT64osvELdhR/Ly8uRyOQCgqqqqf//+jktlDw8PoVA4depUAIBUKs3Pz2cymY5p5Bvhi77v9TtzL9JPxnY3NFn4SmHkEN/UNHZ8C76gTgM6zP/+++/IyEiJRIK8JJ8wYUJkZKSnp+f169dHjRpltVrLysokEglS66WXXvL09Hzw4MHt27eRtXRpaSniB45+hJTU1lS4BzSRDrB1sAI1WmFFc6wMb0ZOST9/ekBEDaWBAJAwjLtX0evbfq8hfxKotKiklK3bd3y0+kPkjEgkysjI2LNnTzP7lpKSsm/fvrlz5yKbxnfu3BkfHz9mzOMoEv/8888rr7yC2AgSExMRA1l+fn5+fj4AgM/nL1++/Ny5c2q1mkqlzp49G7G4ZWRkKJVKCILmzZsHAMjJyUECzr/22muOBhEKhYJcd/DgwaWlpQMGDDh16hTaVEVFxaWbt0l2s8lkmjJlSnBwcDNvqptQquZ5MjRNl/sPUw+TcKkg6zB52IAkAqExr3Ob1Z6VU8Rfw7X4Wep/SqBA7j3rzTY4QA8wo8ckxmMFJtLtHqGWCm0NamUAABCJxLCwsPqNt/rX3Gyz43A4Hz9/bzcaAACHwzGZj/3CWCyWYziGJzqOw6Gq5VQLo2PonI9wmJUBo2k6oeJitCtdWOJqowkAYLC2OKR8l6cLCx3DJTgC3myzW2x2KulpnwQsFovFYqFQKNXV1SaTyXEh6uPjk5eXN2zYsKioqIyMDKdFaWRkpNOCFgBw5cqVXr168Xg8q9WanZ09cODjhaW3tzfikYE8xToulRMSEqZOnYo86ZLJ5Dt37sydO7eZ/Y9gBn8/cP3yu5tnpj1ofKd9dkWIRN7r3KSPW/T9dB7QYU6hUIYOHYrH4yMiIkpLS5F1r91uJxKJp0+fjouLmzx5slQqRQqja1o8Ho8EgbNYLMief8flLgDArJZT3fXt0XMaS2dUCJtTMs6z56sR48880E/pl1f/HTUMwL+Fkb3cEl4OHYqcMVitMxYs+m3fnrfeeishIUGlUlVXV3/00Uc+Pj5abdN5BwAA7u7uixYtWrRoUWJiolgsDggIcDQxAABEItELL7yA/pmamgoASEhISEhIyMvL0+v1d+7cCQwMnD59en5+/t9//z1u3LgbN254enpOnTq1qKgoOzsbAEClUqdOnZqdnX3nzh3HjBhXr14VCAQWi6W6unrNmjVXrlxxbIrFYplU8iUrVlgslm3btq1fv745d9RONO5ddfny5bS0NMdcBvVp3NOqFRSrK9zdWhaURLScT6+iX70OBvWJo9Fc72jQ60xZ9wuFLwtr54naopsAAMBiKErU1QCMaLIk9mveDemcQsesDBhN87CMlxLVGbfiYLQTmMS7IZjQuxtQ2yUbi42NRVwbdu3aRSKRHBeiwcHBffv2vXfvXkZGBqi3KK2/oAUA5OfnL1++3G63b9u2LSEhwbF8cHBwREQEAAAJMOa4VOZwOAwGAwBgMpl++eWX5cuXt+gWXgkfbbSZ37v1xdDe5cmhMhzO+cvRGMmXC6NhU9S1cXtYZEaLGu8kZGZmWgAh0Mdz9OjRL7744uHDh3v06CEUCgMDAy9fvszj8fLz85ctW3blypXq6uqqqioul4vsHEEZNWrU/v37/f39iUSiy9Wg3WwkkFy8uX16CGTI3rw1PwDg69QPZlytPZ5FGp1Y6Lg/RW0gXy6MIVp7/zVmh2N5Iom0aOUH/iRcTU0Ng8EIDw9H3M6ZTOauXbvQYgsXLkQO0E3p6MHQoUPT0tJEIpGPjw+ih464ubkZDAY0xAPq+yORSM6ePbtmzZqdO3d6e3tXVlbCMIyYbx4+fIjs5UGCSp47dy4uLg4A4O3tzeVyHRtPS0sbOnSo1WrduXMnDMO5ubmOTbFYLJ/gcAAAmUxGcuA9Q+p7VwEHnym5XK7X69EwH3q9HvGB8vLyQssgnlb1A4IAALQFleKMqxQ/r+A54wk0SjO7JDDUML3NTZdzBAcqvinR79GZdlrCQv17BPsxGFT0Q63GUF0jEdRIeeurpXPELWu5URhUo8DQLEMb9mveDemcQsesDBhNkxQZ+qy7gNGhYBLvhmBC727gcbi2MjRkZmb6+PhYLJawsLDevXs7LkR5PN7NmzepVCqLxXLMtYbAYrEcF7Q+Pj4AgAEDBhw+fNjHx4dKpZaWlo4fP76hNOCOS2WkLgBg586dvr6+mZmZbDY7IiKCy+UOGjSoOXcxt9fEJK+od+58uq+iMjpQHOhZ50ax2mG8UkfhS4Or5IylMbPWJy2gEZq7gOlUjB8/fvz48RAE4/GPHGTefvttvV6P7m3WaDTjx48HALz00ktardbNzW3SpEkEAmHmzJlIAWRvSEREhMlkQkwMTh8BAPAkss3W4rSgzcFuwRMobs0sTMITT4/cuaf4t03Ze91pFh93DR4HKXXuEi1xeczs9UkLKAQX620vL6/mBPJoCDKZ7HL7OgCgX79+ly5dmjNnDgDAarXu2LHj008/NRqN33///YcffojD4by8vMaMGePn56fT6fh8PgDA29tbIpGEhoZqtVoOhwMAwDXg2USlUhEhJicn83g8p6ZUKhUFfpQTwSlaxDPB0bsKAMDhcFCfKU9PzwsXLqBhPi5cuID4QNXU1KBlEE+rmzdvOgUEqbtdkDNxZWiQh9xkFx48M/DWAVyj7gwoWqvetwHPmsYRL6lRTJHKvw2t/suXYCGQ3YkwDFu0NjvNLp8sEy7j23xanPOycchEu8bYLEMb9mveDemcQsesDBhNU8wTdcIsrBjtBybxbggm9O5GW5kYkOWr4xnHhWh6errJZAIAUKmPX/ehi9LAwEDHBS1ycsCAAQkJCWazecKECU4XQo/RgAtOS2UAwOrVqx1rBQYGNv9eUryjb47/+b68JIP/b44ot9CooOLJYYzg5T2HTxye7k1x7ZP8HOE4zPF4vOP35pjNETnv0riDx+Mb2dNOYfloyhvb8d5qzDoaNci/+eVxALc0Zubi3tOzpfnlGoEVsoUzAtP9k6mu7AvtTVJSUnZ29vfffx8QEJCfn4/EWdi5cyeDwTh16hQAAAnLHxMTU1JSgoTxmzhx4jfffBMbG1tWVjZv3jzUyagRfH19a2trJ06cuHfvXrQplUp1+959GIakUmlaWhoAQKfTZWRkICaPjsfRu2rEiBGOPlOenp5OHlWID5SXlxdaBkkxA+oFBOF982t0BDs0nA0AuJFVocop9hwQ15z+aG36wGYnl3G+lwBL9WcV1VsryBIyWUgBeGAOMltdRWFoEyhEu8rcrBAS2K95N6RzCh2zMmA0TURQm7nAYTwXYBLvhmBC727gAGgzl4kncVqIOtoX6uO4oIVs1up/DisKLwOA80l4wePFObj/TA+NXKvNI4319end18c5E2HXoEXDXPLHtdqMK2axgjUgPmzpdEqAd5NVGAHh1bW0p+hgg2hqPXxSe7a0FgGHH+KXNMQvqT261CIWL16sVquNRuOkSZOQXQlr1qxxLLBu3TqVSjV58mRkLLi7u2/YsEGlUk2ZMgWPx6MmtqioKMfEK477dNLT0+s3VVVVNXPG1OTERCKRiPhiMBiMZ2ViAE96V4F6PlNOHlWI74lLvyqnkjgyyW6HAAAwDNvtEP6pY820ABywBFgsAe1lXECBYdeGv/pgv+bdkM4pdMzKgNE0/FpFVEgL3iFgPO9gEu+GYELvfrSfnaE12C2mW5tepntWhfYRAxjHv3dPlPX7oA0ZeNIzdibvSjR3mMPww9kbtFl54UGeFApR8deV6wf+6JuxzWtQQuP1WGGxOilkM+GJ1Fa+H3aJzYxXcYF3TGobttnxNBKiHwEN3OB4xqxRVJ3/UZb7t1mnobI82Snje457k0R3d9nF38akAAAgAElEQVRC/abodLq4TkOjtYvppxU4eleBJ32mGqriWKZ+zAuEnu+/fnvkUq3ZptNb3BIjWClRLovVx53EsNiatXR/5lhsBBaxWRZV7Ne8G9I5hY5ZGTCaxs+zid8zjC4GJvFuCCb0bkfnMjKAstM7meyKlFlVyJ/+8eX3j8AVZ/ZETX332XasK9HMYS44dNZwJz99YC8cHgcAYAd4+ngycl/7aFjRr43H1cMTST6xyZICQXC/FmQHbBJZKd0zKo5IbW5chi6DsvT+vZ0LgpLk/8/eecZHUa0N/JnZ2d5LNr33kEYIJfRi6ChNBa8FvQhc0KtgeRWxi4r32u5VBAEBLyiiFBEQkCY1IRBCCOm9bDabZLO9zLb3w+ASkk2yCSQsyfw/5LeZU+bMPjsz5zznKQlzmhhcq1FNrblccvrVH4a9sp0fHOtOD8nJyaG6rvOz9g3tvavaBAEhrDwIjyqnV1T7Ou0DgnDjw8dc/b7h4Hmpj9h75mhwOzsvj8oxW7swmOoShx005SxNKcuip1CYNm6QSRCtR6l3+fFqtlJ8aW7dv+TbfADimUIntQwkXaPWG/mcXvG0JPFMSIkPQEihDzjuXo6Ju4Li6tHkR26LoB46qi7/9yO9oWUoLy9Xq9WDBw/uvI7FYomOjr7rZ7+HuHmby7YfigrxQtBbSzUvHz6rrqXp5BXvGV2E0gwc91TpvpyAITfA3YVe11Rn+fuOnHfXurtPMCrlWZ8vTllY7BV9U03AFFpFIZWya8pL/3pq/LrjVLZb6woPf7Z3EgSkW3UY/tLgpXO6e/YgdmCukQ4Avz80mB+pH/nv4k4qX3ozQnGJP/PoldYH5eeE+Zv9DfV0AEBQcNgBAOgiS8wiWeCUJpf9EFx8Jao5lxs6RzFoWY07Q9Wa2MGCQHdqerjESXoDzxT6/WEmRHJvYdJJg9WBBSnxAQgp9IFGRyHr7xU23Ey5ffcPY9itJmNvnEuv1xMJL5RKZUlJid1uJw4aDAalUqnRaEpLS3U6nU6nAwCFQnHjxg2ijk6nMxgMRUVFnhCuvwe4eZsbahpYnLY2CywG1dzQ3GVb39QHHOBXn3fXkn02lzO1DYLA0bPvVof3C6UHvgoapnCqGJz4JWmk0YryI1vc7Id8tndCHD9Co+95YpGqg16X3w+j0Bwpq8un/HJtxuEr6T/mDn23jCHBr30WXLqrQwt2vYzefJ3LkOC1J0R2i1uPYq1OFMMPcadmjyVOpaDOvyT3F555m5O/JJKucXjYlhdJb9OPJU5BUQCgeNj6yhPox0In6QQU9ZR7QRiZWp97m1+6LEcoihnRe2fMzs4+evSoVqvduHEjABw5cmTz5s2FhYU7duzQ6XRE8P/c3NxTp07ZbLZNmzYBwOHDh/fs2WM2m7dscXeN51G4eZtz40JVLfo2B1UqPSfSja1UBIl97J2CwyF26134aTnskH8wNHbBG70XnoOCeOhLoSH7j8ChrjfDg4Y2NFw+6GY/5LO9E6L5wUptD8PHmluoNzYG8MIMo/9T4Deuhcq1AgJ0kcV7hGrUZ0WiBG3R935GuWsPo+rfJVSONfGFaosGa7jYNh6HSxQ6ehTPrWyFPZZ4uFiY4OvFY9yXyXoHOJ55m5NaBpKuMVvuctZfEg+nH0s8RMSXcliREuG9HojH0Y+FTuISEQ2L9hLRukri0GfEPLq6/Lx/+VmJxYRajJTS017Vl/2j573Se2fMyMhYuHBhSkqKQCAgTBvmzp1bVFS0ePHi5OTk9PR0AIiIiIiIiCCy6BGtZs6cmZiYSKfflxNxN2/z0Jf+VlTSYDTeCptfWiSjBvoIRyW609wrfqQgfOy1X0J7OMpW5B/2p3Lj/dNm3nlXHSFkMcLEghCRx6UpNam1LKFreTFFVpOqxc1+yGd7J6SIo+u0YLH1ZDWkyOTbcTT6yXpKu1inKNURt7jOYUNkZ1xMNhw2pPYPsf+EFq9UNcMLrzkm6fJcepyqx5Eovltahh5LnIIibBq1Z21J7i2eeZuTcRlIuobH8pToxCR9Qz+WOIaiYWK39g0GGv1Y6CQu8eKw+azOckz2MUyRz5h3D+RtX110LAcBkAwaOua9D+j8ruff3WLHjh2PP/641WqlUqkoijocDgRBcBx3JvlDEMRmswGAxWIBV1n02qTQc4lFpdOXVOuKqnWFlfq8MrNcaVGqcbXebrHYcZsNtwAAlcMEBDAmgybm0yQ8Zog/e1AYJzqYEx3ECvFFsF7R/rh5m4vHp4Stefrce1v8fAU0CtKkNdt43CG7PkDcS6QHAElLPj3/bnnpaV3EeEXXtTugJovfkB8y5v1N7gfz6wEIgNTz/JkBgM5hmTQYS+Ri8WDSYDSeu8HeyGd7J7AwRrwwqKY5vwdtzSoMAFg+Zpel/EgDXWQxtbh4XDRk8M0t1MD0ZgSFwAeUpT/5mJpoDElnuTArGnljfBIIu5suISU+APFMoZNaBpKuUai0HhhThKT3ICU+ACGFPtDwQImzvAKGvfw9OBy9t6q02Wy7d+8uKSlZsWKFVCrdtGmTj48PhmEs1s2vYsqUKevXr4+Jibl27dqUKVNaZ9Frauowlpsdt6iyCppOZCmPX9IWVtnMOEfEY7PoHDrqy2YwuBhVLKXRMBRFUApKoaAAYMGtAGCx2nCz1WLGDXmF+svXm81Wndpg1hmZPmLBsDjJ1DTx+BRmoPfdunz3hR7y/CPSGaPq95+xtmiCkyJ9Z4/rluKDQmMMe2nb+ffmWgxYzDRZD+RZdtqr7GzQyDe+dzPGYf/DK3FM3dWayEku1DR1V8TS5HQ3+/HAO92jmO4/4WTjla7rtYPpZQEAVTGbG+oifAxCcaT/mOuyYdXvEk6QiR+lB4CA9KaSH31qjokjH6vv5FxVjb6L/Ca4OTBS4gMQzxQ6cvbsmdGjx9zbQRSUVX39w4FlS59wHgnis3l00mjHUzDhFgZpQzWQICU+ACGFPtAYsBJvbGzk8XiEy4PdbjeZTE4VA9jtYMbtVEyv0XLZbKDTAIDIome3252Z9pxo88oUhy82HbnQkl3MEfPEPIZYwOTz2XTmHX2xdrtdrzO1NOuaNOZmhYrCZkompkqmpUmnjcS4dzSP7GOh4zrV5c8XY9j1pPlldK7NzVYWI+X6/kBdY+TQl79nijwuA3yfoW+oOvfWg8OfLRYEmFofbyplXdkRNf7jP+gCtyx9Ohe6xW79rvi3kw3nMAR7wHfMUxHTUfc2zPsNJZqaEYcWRHxt7G6OCYsWO/FkPEqzD1ldIU7Sunk6UyPtxJMJMU/XhT9y0wnr/MoYcws2cWteR2lZrHb0P0dHFM874MMUu3WKgfpsH8j0htDzFCrn5++2/PD0vGkJUd3wgysoyCdtGUi6pqyuYVBowL0eBUnfQUp8AEIKfaAxYCXu5eXl/Iyi6C0VgxmH6nr4369oRS2Xw4LRQ2D+FKDT2mfRM8uVdT8erd1ywNKo8vHhhwjZQx4YhFHv2oQKRVEuj8XlsYIAAAK1WmPzjaK6i9euL/1IOiUt4JlZkklDkR7Fge9jodM4ghGrdxX9/MmpT34MHd0UPl6B0dt6sLfGbkUqzopLT/n4jpg5asXbFJoHefT0PWzv4KSln2VuXBU2rj5gsIopsOibqTWXxVUZPqkvbHRTxQCdCl2Fa8f+vshBq4j0qzbbkU+KTn5bvOvk1C1Myn0ZdqRnRPICA9m+DkdFdxtSudbB/1dx5YPwi69GeQ1V+41WSVI0TGlnjg8AUH1EDAD+k26lawlIb7r+ZXDzda440bWqokAmHO4V66aKAQbws30g45lCpzzzzNNBQcH3dhBNLeqs60WpqUnOI3wGjd47TokkPUAi4HpazjOSXoWU+ACEFPpAg5T4bdhsUFIF738DzSqwO8CEQ3ElFFVA2mD4K0Cmw2Kt33OyYOXnhau/oZXVRPjwBsUHSL14HC4D7c3cb3Q6VSDi+PsKggIl1ip5xU/HSz7ZaZY3M4N9aJLuRZnpe6EjKOoVP8Z/5GxZTvP13XpdI9tht2J0O7VVwDyTBmsqYZWf9dm9Ofh8ZbQjeV4d6h0aFn5LATRQ4fiG+Q6dLr+mL/jNdOM3nvxGENN7dsqK//KCYtzvpBOhL73wnp52embKDW+e0YdvGBQoK1TYS5Wmqf6j7tIVeC4ZirzXsz/Pb6kc7hVPRxmX959jSsyBkzvL1Vp3SqSvY0Q9ccu1gRNg9p/YbDNTFJmC+nPCin3e1UckmgqWw4qwfXGE0jbsv8MO1z4NFcToQ2Y23urEz1y+V2q3IL6jVOCKY9cSV8evjBW4u41MPtsHIL0hdIX+lhXV1avXB8dFeou7ETq9qamRtGUg6ZprJdWDo+6xKoqkLyElPgAhhT7QICV+G1YbbNkD9tt32gvKoaAMkmLsJrz6u9/KPtrOpmOBPrwh6QmUe5FSnkbHQsKlIeFSnc5UdzLj4vaDwpFJke88yx8c5WYP90roTIlfyvKvTKpGWcbh6pyj1/cXWfRGKosCKGLRWzE6nR8aIYlPDxAxZwwbGR4ebjAYtm3btnz5coVC0djYGBsbazAYUBStqakJDw8nAnA6i/R6PVEUHR1dXV3N5XJFIlHrCqjbQSs9ELZPcPKyL+6kh46EbnfY91WdWfFAmfMIAjAmpnTX+aOfD3v1Ts7o+ShMLTNOrEiLKvxR5tuCqz5OfXGD40Pc2pPdTZYPnvhiVfyKauUNTlMOtyWPW3dKVPuHmMqzxv+jxn+isnXlpit8o4IW+/e61gcxts1npEp+Tmh9rgZjtXUsKlfwEZt4dvA494fU49vcbLVpzbiYzSRVFPcdnvlCJ7UMJF3jgT9ckl6lH0vcAdBsMAkZNMr9PO/sDfqx0ElcEh8eaLJaGW5kTBgQOBwgc5UN4VqRxgaXZr3C59BS4nyFIk5HHRSxjbV0s5yO8yyYL06L07NYPUqP5w4cDiM62jcy0qe2quHy5OeZ4f5RHy6XTEztsuG9vc0ZAq+wqU+FTX0KAGxmo8WoA7sdY3Exxk2bhYLffrPZbBaLJS8vz8/PLzc3t6CgIDY2dtOmTUKh0Gw2JyUlbdmyZenSpa2LqFSqSCTy9vZ+/fXX58yZs2fPnhUrVhQVFTkrLF26tP1gjhw5YrfbAYBCoXCFomFDUrCOs7pevHgxLS3tTq79znvoMR0JXY3rHWCjU29b1vKYuNJssNptGNqfDYpL1NVCliU1RCFgmrOqr1FRjIpiGmPPo/SjVIckWStJ1gIArsZq/hCX/uh7dV0ogoLf+FuKhuojEgrdLozRm1tuc6GXDlfL/hTJTouCpje2Pu4AuFAc/W7y890KltHj27xCqVIZzRiKCJgD2lnpfsQzp3Dk9IKkay4XVqTG3IXE1yT3C/1Y4lVKtVyrZ1KxJD/pvR6LZ9GPhU7ikivVMpRCSQnwxkiNGwBgGCAIONpZONOppuzC4UkBXL5r6/0Kpulf4dX7fJoAs4mYOIuJ4xZMZ6Q2mLExGs7ysqBZTaJeGjKKIkGhXgHB4trq5tzH3mJFBw1a/yp3UFgnTdy5zaurq4uLi1ks1rBhwzpK22kymUwmk0DQ86zAFDqTQnexqDt8+LBUKg0LC5s9e7bBYLBYLMXFxXK5XCgUzpw5UygUZmdnA0BERISzKDAwcObMmRiGXb9+ffjw4Wq1uqmpqXUFlwP49NNPV6xYAQBqveHgiVOff/bZzu+302g0l5U3btx4hzqCO++hx3QkdCGdy8IYzTqGmHPLLrquhR3CFfdvFQMApEhiUJtkX1aqXE3/ZMijAMCkMUxmKGkQRHq7dlsAAJsZRbC2j4j20PjW8PkN3kM1Z56LKfjO36llwFVUeQbfYUVOPBXvsmH1EXEbLUNutRcbCVwQNrkb13YHb3Ob3eH8S3J/4ZlTOFLLQNI1HvjDJelV+rHEzVYrAFjsnUUgG5j0Y6GTuASlUOwOh9Vmv1+0DF988cVjjz0mlUoBICMjIzIysqioKDY2Vijs2lM0MzMzNDSUaOsaqxUSo+Fa4W0HEQSGJkh/+h1cqRjMqP3V2LLt/g0p4fXzgxtbL9UAwGShlDQIlktb3ldxt12Ni9P1VogBFEWDQrwCg72qKxUZY5f6Pzk96v1lGMf1rmyXt/n69eutVuvEiRPlcvkrr7zy9ttvu1QllJeXFxcXz5492/1xaiz6nOZindUYzQ8K53YYpWzWrFnh4eHE53379g0aNGj27NkKhQIAWqs8WhehKEoUOXUEdru9Tdv2MBgMYvyNekP06PG/bt9y/Pjx6dOnu39F9wudCH114uL/5ujmDbvKpFkBQGem/nE9fm3S8j4cnQsyMjKuXLnCZDJxHJ8zZ463951mci0vL7dYLNHR0c4jTAr9yqxdR2ovhvMCUsTRAMDlcjEb7URebKhXJoa6niHgGozGuWX6ITstxNg26VCNy8qcYKNPmkr2p8jUTGWILQBQc0zssCLxy2toAmv7+o2XeTXHxLoqJif4Zl5ME46dKYw6mv4+pZtZP8i3+QDEM4VOahlIuuZqcZVnmuKQ9BKkxAcgpNAHGvZ2+/aejFwu9/X1PXbs2OOPPw4ASqXSbDY3NzcbjcbGxsbAwEAmkwmtXPHbuPEnJCTQ6fTOHPUZdFi+EN74Appabh2cNxmxWOG6i+R2DTTLrKG5lqCGJUNLWTQXawYG1ZYQ0Bzv33y1ymsUw/R9Ttysxt4yagAABIHgUKmfv6j49KXT0SdjPl4e8MS09tU6v81LSkpaWlreeOMNAIiPj5dKpceOHXvkkUcMBoPdbudwOACgUCicypqKioqWlpZBgwYRaUGNRmNubi6Xy42Li2vdrRrXvXjpk58rTvjx7AzMXqfB/Fk+G9LeHilN7Pyi+Hx+RUVFeXl5ZWVlJ0UulUetKzQ1NUkkXWRkEEu8WlpaAEAmk3366acWi8VsNi9ZsmTIkCGtq5WXl2/YsMFqtVqt1vnz548dO9ZoNG7ZssXLyysjI8NqtU6ePHnWrFkAYDAY/vWvfzU2NgLAvHnzOj97r9KJ0J+PXVBjkG86RQvz0oMDLWtkrop/8vHwe6xqUSqV6enpUVFROI5v2rTppsmJWt3Q0BAREWE0GhEEMZlMVCq1fTwOnU7HYrFQFNVqtVwuV6PRKBQKwigGbg/VwaWyHg6d5DxpWFjY+fPnxwvG/ZGrnpac335Udguqr2UIYnTOI0X/87Nb0EnfX+/oQhhiKwDY8ZtPm+ojEl6YMeQh12ovYbS+5g9x9VFx3JJaAHAAHMqJezx8VqoktrtfIPk2H4B4ptBJLQNJ1yRFBt3rIZD0KaTEByCk0AcaKILcR4qGY8eOzZ8/f9u2bQ6Ho3Uk7Z9//nn8+PHffPPN3//+96qqqo7c+E+fPk2hUFQqVSeO+sBmOT5+Cf64gFTUAocFo1KAQYN/bWnvRqHFbGNHXg2IqxodV9N5mDQEgZSQRm++YREKP12Of6C55y4G7kClYYNi/Hy9dHmrv5bt+D3p+3fo3repNjq/zbOystLT053/JiYmJiYmAkBOTg6O4+PHjweAzZs3r169GgB+++03i8UilUrXrFnz7rvv2u32devWzZo1q6io6PLly08++STRSYtZO/zQ3yTCoufSyxhUGwA4AAplopnHG7aO/vChoLGtB0Csz53MnDlz541DO2W/lQ+rHSQ2D9KXjOOmLFq0iCjSarVsNvvBBx+k/BVPgSiaPHkyAAQGBrav0BFNDfJL586uW/sBjuMvv/zy2rVrQ0ND9Xr9Cy+8sHr16rCwW04o77///rp166RSqdlsfuaZZ0aOHGm1Wn/44Yd169Z9/vnnOI4vW7Zs6NChPj4+b7zxxoMPPjhhwgSbzfbuu+8S6oZ7QidCRxH036mrVkQvuKi4TkHRUaOSAtge4UtYWlpqMplKS0sJjVVRUVFmZmZ8fPzWrVsFAkFdXd3cuXOPHTvWPh7H4cOHp02bxuVy9+zZM3HixIMHD44cOXLv3r0PPfRQ61ge7Z8AI0eOPHfu3Bzt8NWOwrzaxviAtvKSX+DbLYh0yK1kk/wIg+y0SFXEFkTrXV6FppyJUh2EIUNzLldfR49bWtPRJTN9zKJButrj4thn6hDMkVXuj1mi/5W6qgffHvk2H4B4ptDvDztJkntLQZXsXg+BpE8hJT4AIYU+0LiPVAx2u72oqCgvLw9BkKtXr7YumjFjRlJS0vz588+cORMREREREeF0xZ85c2ZiYiKxzQ4A4eHhrUvbnsKEX1/xSeYDz+FGHEYOhshgOHER3vwPqFxksH805YY4RD6mKxWDE3+h/qFRBY+m3KhgmrqufceIxJwxo6L4jY1nk59oPp3duqjz21yv17sfaiEuLu7hhx8eN27cI488cvToUWLnf9iwYWPGjCktLXVWW5bxnrekcHJiMeOvKIMIQKyf8uEROU+fe1NhaumgewCA5zLWvla4luPz84SUU3bBDw//+fxnN3Y4S7lcLuEr0VH+ts4rtLS0LFmyZOnSpa+vXHn4px8XrfhnaGjomTNnRo8eHRoaCgBsNvuZZ57Zu3evs4nNZnvxxRcJ0wkEQRgMBqE7CA8PHzNmDADQaLQhQ4ZUVVUpFAqj0ThhwgQAoFAoq1atIvbS7wmE0C9cuLB+/fqtW7d+++23TU1NrSuEcv0eC5/yaGh6axWDWq3Wal38+PsGHMdxHKfT6RUVFQBw9OhRiUQil8vLyspwHJ87d25AQAAAzJw5My0tLSwsbPjw4fHx8W2u68SJE4sXL05OTiZ0Z22eD22YMWOGUCjctvm77xLfOnkjprqZ27rUrMIKvvPHWLbAabe0D8EzmgAg94sgq96FGqspm9d0jes9QoXS7ABQfViCYI6AScr2NZ0EPNCMqzF5Br+kQZBVGrlv4pc0lNpJ/Y4g3+YDEM8UOmnLQNI14WScvAEGKfEBCCn0gQYCcL+oGTIyMkaPHi0QCCZNmnT8+PGUlBRnkdlsBgCbzYZhWCdu/ACwb9++9PR0l476hqr67HmvMzSaIQlB1APHOx/MbxJlnrR5Ucqt/H9WA0X2p1BTwaTQ7eIEnXSYun2rIJF2SEztCyrugazEi3plGrvn3hMdNf9T3zyOLSY+IwgSHe0nEXGuzn/Nf/GDMWuXIxQUurrNiYVcVNTNvJg4jufn5ycnJ7eu4/hLORUYGEh8CAgIuHz5ssPh2L17N5PJFAgETocUmaHp95oLz08ug3b48vXRvg3fFu1Zk7TY5WBOyLL2VB96ZnwmlWIHAG++IUyqWfvnxukBo2P4IZ1chZsIhcJvv/0WABr1hrImFY9BBwCZTBYScqvzkJCQX375xfkvhULR6XRvvvmm2WymUCharZb4NlqrZqhUqs1mq6+vDw6+Zb0sEAjEYvGdj7lnEEJvbm6eMmUKkSX0q6++evnll51uBdDKHwFFUb1ejyDI0aNHxWLxpEmTlEplc3NzeHh4XyYEjYuLI36H//3vfwGATqePHTsWRdHw8PDc3FzCecdlPA4URQmFjkaj4fF4NpsNAIgjnYfqYLPZ77333ksvvfTxC2+vnPfgf07a5qdflfKM5mZaQxav5Adfs5I6ZHUFvVVIBXGiNnRuQ8Ve7z+Xx0Y9Vi9O1DEkOEoBvYxee0JU9rMPQ4wT7g8WLaX+nEA6VE3ju/CucuI3riVvfWDJQZ+r4yVHJ38VwvHt2bdHvs0HIJ4pdNKWgaRrahSdKV9J+h+kxPsTdXV1mZmZzn/PnTsHADU1NTU1t5lu3hOh5ypL11777p+ZH39xY1et3rW3Kkmvcd/kRL906dLUqVOjoqKioqIwDDMYDM6ikydPHj58ePfu3WPHjiVc8Q8cOEC44rfppKNS2e7j51MXBVLtqUNCqbSuQ+u/HF8yJqUCRW8utrVVjDPLY+0WNHh6k/dwdf15QfaHYS71N8Mi6y9K1Fl87UZlVQ++BCcdNf9N03aHVuzFGzM6RrX7j8xJy80NSujqNh87duyhQ4eceoSDBw/KZDIAYDAYxHdusVicz438/Ju+60VFRUFBQfv27ZszZ87y5cvnzp1rMt002bigyA2XmAk1QXvCveXHZWc7Gszeqj8Gh1W0bstl4PFBsl0Vxzq5hDtEJBKpVLdSDDQ1NbXWDuTn5+/cufP111//5JNPPvroo6CgDk2UORyORnMrKKDValWrXeie+gan0J1ZQnNycvR6PQDs2bMHAIqKin799VedTrd161YAOHLkyObNm+VyuVKpzM7OPnr0qFar3bhxY1+O+cCBA9u2bfv2228JpU96evr27dtPnjx5+vTpzpUdycnJP/744/79+2tqaqZMmbJ+/fpDhw5lZGRAx08AJ2lpaRs3bvTx8fl1w67gzeasBXGHpg85/njC9S+D6Xxr2roSn9FtTW8GLa1NeKHKYUWvfRZyclH84VkpB6ennPr7oNKffHxGqUZ/WciU4gBQe0Jst6CBk5s7v2qMZeMM0atz2N8mvjHMa1B3vrDbIKdwAxDPFDppy0DSNVIBt+tKJP0IUuL9iaqqqg0bNjgD7J86dWr06NEsVtuI930sdIvd+uz5dw/VnYr1r2fRDVkNgneuff1W4tJV8Y/35TAGNPePMcOLL77o/LxkyRIAIHIB+Pn5AYBGoyH+beOrT9jJE776RIX2jvpl6/5X9dnO4alhPIFbOSCucfVapjlSemshmvPvkPgVNdKhN9eQonhd9odh8osCn5Ft8+FhqD05Qra9xhvyevQtdMW/fV0sS+hM6ohhEcXFsvNpi4f/8R+pd2c2FGKxOD09/bXXXhsyZEhtbS2GYf/85z8BID4+fvfu3S0tLTKZjM1mE5VxHP/vf//LZrNLS0vfeeed/Pz8HTt2REREaDQavV5fXV0dFBSktRhomLmj0zGoNo3VtUM7ANQaZRw23uYgi2ZoMnexVLsThg0b9tprr82fP5/YHt+9e/eMGTOcpXV1dYmJicTDU6lU5uTkdBKeFVYAACAASURBVNRPSEhIZWVlQ0MDkR9h7969xKb6PcH5bG+dJbR1haNHj0ZERDj9EQBg7ty5DQ0NNBrt7Nmzy5cvB4CioiK1Ws3n8/tgwNOnT2+T7CMsLOwf//iHXq8nLC8IiFsbbo/HAQBBQUE2m424xpUrV+r1eqcQuwzVkZCQsHXr1tra2hs3bpwtv7yz7FBCbE300Ca2f4e+TsHTm4KnNrcUsbSVTKuBgtLsTCkujNG3NlsIna0Ind21Gv1GnSRnhPf+N74c6zO4y8qdQE7hBiCeKXRSy0DSNRqDkc/prSxcJB4IKfF+xoIFC77//vuXX37ZeYTYrxOLxXv37lUqlXa7/YEZD3JZjJ07dxLGpYsWLcrPzy8uLrZarY888ojdbm9dhKLoTz/9pNFo+Hw+l8v19fX19vb29fWtr69vbGxMTExsX7/NkJ7P/ChLe3DJxNy/9irlaVG0f1+0SRjCJyNmAEkfcP/EZegcHo9Xe3Z/xbFvTMpmQVh83N/eZfu4DrVNLFFu/hodjoL/+0qx4/eRaREMJt3Nc+33booIvLULqqthOKyIU8VAEPtMHa67uYYxyul5GwIcVtRmRqKeqI8KUe73bn4AGESpzGr6VFFqAYfZbl8iDh7CFMgspj90jS02vBw32B2Ol7wiTumbrhrVZrv9H+KQwcyba7xjusYD6nq7wxFIY77kFUFDUAD4V2PpK14R5bhhQ3OlFexWu2O+wG8sW4wgEB3tx6puujh6adDOd/gTh3ZygQ888MDo0aPlcvmsWbOItB0AQKPRPvzww+bmZpFIRCzP4uLiPvzwQ7PZbDQaCX+B5OTkmJgYHMd5PB6O44QpewjHV6nvcO7bpGOGczs0B0gVJx9pORbnf9sGXV2zz7zwuI6a3DlSqfTxxx9/7rnnIiMjKyoqUlNT09LSnKWjRo3au3fvunXrbDab0WgcNWrU5s2bV65c2b4fCoXy2muvvfjii0lJSTqdLiwszNe3h9bvd47zhe7MElpbW+t0K4Db/REIwXE4nIaGBgBAUZSIt4rjOJXakxgBdwsURVurGDrB6UDRvtVtT4COCQgICAgImAJTpjXMnHPyRb0OG+2oQpCOH5ioQxirF8Z2qDLrEpsdOZUfUdUQenra14miiB73Q0BO4QYgnil0UstA0jX0e/pqIel7SIn3M+h0+sSJEw8fPuzcIGpubgYAmUwmFArnzp2bn59/41qOSR2UmJiYlJR0+PDhkpKShoaG5ubmZ599FgAKCwtbFymVSg6H8+ijjyoUinfeeWfmzJksFsvX11er1crl8sTExDb1WycqB4AKrWx3xdGlk663NofmMfEHU6+9kvHp38KndTc9OEkPQBDE0S8UDeVHtlaf+DRhTjlLbJFfrzj37rWxa39ninw6aeKw2nIXr9WezEobEUmjd2MidFWk9hHfsoTXVjH4UYY2dZg+ZmJ1bregWe+GpbxewQkyWQ2US29GJP6zuhm12REHAOAO+8uyvLU+caE0lt5ue0F2fbU0ygGO7crqrwIS4+jcYrN+ad21lZKwZ/wStDbrS/V53wYkA0CNxZBtUP3HLwFFkAMa+YeK4ne8YwDghkkLAO83FK3zjZNidLPD/kzN1ZEsEYYgABAYJKHRsJxH3hD++IFX+rBOrpHBYLSOTUCAoqiXl1ebg3Q63Rlck2jIYDCg1TJvlHeiykBvULO8+W2/JQdAXnXYJ0mzoAOWRs/7z76doV6KCO+bSpzsSm+Dwe/xcBcZOnvAb7/95vL4xIkTx48fX1tbKxQKnQvUbdu2AQCLxVq/fn1dXR2dTvfy8nI4HDqdjsvlErEDCAhbGwBISkr63//+V1tbKxaLuVzuM88846xjtVoJkwEEQZyqnC6xWq1tQo24SfsXOuFW4O/vT/i/EP4IwcHBdXV1zmc1m80+e/bsxIkTN23a5OPjg2FYewu4fs8o76Tc2b88evrlHy9en5p0Q8TuleitDWrW0WsJg3hDD87+UEC7CzvSPZ7CcehUPW5h0si14f2HZ87byV8SSdd0FMCZpL/SjyXOoGJgNFPRrr2v+xkpKSnffPMNoVxwcvXq1WXLlgFAXFycl18gm0bZv3//lStXysvLCVv01NRUomZISEjrouLi4mnTpgGAVCol4rG3oU39NqXHZZcivdV0rK0JsQ/PQKfh11tKk0VRd+m6STqEAggggFHub4WOw2Ev3vP52JXFLJEFAEJHK3E9tezQN/FPvNtRE5vRfGXOq0h5bdqICEo3L19GN8czbiULcNhQGqdDS/iGi3zpcDUnyAQAGMsWsaC+6rBEEGTHEQcAnNE3j2aJQ2ksAGCjlGeEQXvVsjl83yQmP47OBYAoOpuOoNO43gDApWBOhZwd4J9eYSiCAMCDPJ9f1DK93cZGKQBgA8eLXuFSjA4ACAADQRutZl/qTdMJbx/BUAy98tibCZtW+8we160L7xk0lPrvoS+tvrJ24agrHHqr7w3gdH64NzVqTsj4jtpKGcJfJ3356OlXcipb+Cx1o0ZIs/sdfOAzBoXWUZOeQadQnH8JUBRtHXPBYtA2Xr9gUFSbVTKMJWJ5+XPiRgAAgiCd765jGNZeXwMAu3fvZrPZVCqVTqdPmjTJefz69evh4eEdLeazs7NTU1N7EIKReKG3zhIaERHR2q2gjT/CvHnzAEAgEAQEBHA4nIiICJPJNABVDAQ+TPGpqVu+zN/1/tmNySG1IyKqaO3eXD3GhGPnikMLZX7rhqx8JupB5C7FyunxFC5YyA8S8vvt/K9f45nzdlLLQNI1RnNb30iS/k0/lniwkM9j0HgMxr0eyD3gqaee2rBhQ+sjYrFYLpcHBQVptdrz58/XV1fMmzdPKpUePnyYqODcOtu+fXvrIi8vL7lcLpVKrVZrQ0NDcnIyYX9LxIprX78NalxPo7Xd2yRg02wqs+4uXTFJZ4hpmJ9EiPVh3PjewNzSiNKAUDEQiEK0pRc6jHzgsNquPvwGtaouOSW4B9MyC8VBQW8ZgDDEeIOyrae6w4bYcZTCtBka6JzAW5uf3EBz1UE6NdjhAAcAyCymENqtlVsInfWLRgYAIsqtLSlxqxW19S/DEx+MwUJuLYmDqSyZxRhJ5wAABRCdzfqmvNDssFMQ0NptbYxVRBLe8KFhmc+upbCZnVs03C2eiphZq5d/9idlWHhFqJeKitka1KycinAeRB5K/7KTZZWxuT7eRC94aM/R+qw6gyI8PGCy/3AqevdnrTwGPclPSsdcqJ519ZWFu9c25l4Uhdl5Pi0Mjtmqwxpr+Pk7GSzvoJhH3vCKH9mzk6anpzvX7YWFhXl5eQwGo7q6WqlUDho06M8//0QQZOrUqbm5uVqtVqVSTZ06FQCUSuWZM2esVmtrf5YucflCb+1WAB34IzhTOQxYFQMBiqArBz32aOjkl7I+WX/8fGpYbWponTMza88w4NilsqCrVb4Phzzw69yVYvrdDHhxJ1M4T1yqkriBZ87bSS0DSdd4oKsPSa/SvyUudHty1s9gsViEI7HzyKxZs7788su4uLji4uL5jy7kMWn79u0TCARVVVV1dXVhYWHOmtHR0a2LnnzyyU8//bSwsLCxsZHD4SQnJ3/zzTeFhYW5ubmjRo1qX79NMrxIfqCyWgxQ3maEdjtSr6FE8Tt01Sa5iwi5bJqrldX9BV3oZTOBUYUx/8ow11LN5vjGuq7tcFxf8qG1oDQlNbRnOz++JrrWdEsLwA02NV/jOqwIgt1azlf+5mXRUqKeqKcLLBb1rcomJUYXWlqsKM2BAoCIQlPZbylHmiy42L1depXN4mi1GFDZLfy/FBP5Ju3Olpp/+8cTaoiX62+0b87js4amhF567M2hB/4tTEtw98rvgDeSFk8PGPNF/vfHsq+abJYInv//xcx7MmJGR45RLaU5ORtesBpbqCzEqLQnzVkxd/qzSG8aoDGpLibD5b9/V7L/i/Dx9YPfVlJordNkNDrsIM+rvL6lWhA5LvnZT1Gqu3E9nPz66680Gi0oKGjo0KGXLl0aN24ckY01KSnp119/feKJJ6xW6759+4xG44IFCywWy/nz54nUjDNnzrxw4UJOTk7rgBGd079f6H2GH0vy47hPitXV7+du+Pr4mWhvbWxAVZiXprN4De2w2ZFShaCwNrhUwX4sfMr2h54N5nTm29UzSIkPQDxT6KSWgaRrGpRqPnuALswGJqTE+xMjR97abRs+fPjw4cMBYNiwm9uYb775pkqlmjNnTmmdYuLEicOHD8cwjE6nm83m1h7XbYoaGxsXLVrE4XDodPr69eu9vLzeeOMNrVZLmNq2r99mSJP9hy+9wK1WcoNE2tbHsyr8hkhi/FiS3vgeSNrQP25zBEEjH1qWtfWrxHkVLIlFfp1bcc5vzAf/cFm58PX1mhNZI4aF98DsnCBSw87XMMH3ZkI7KtcqHaYu+M4/bkktccQgp1Uf9hrxcTEASAZrr6wNC57ViFLtAFB5QCoep0YVPhQHAgDDWILX5Pnz+X5E7Mbd6roZXG93xqC3W49qFVO5UgCoshjVVosXdvNWrbOYEpl8QsWgtFlyjK6zJwpEnORB/pfnvJr25wZOtOtImXeXweLo7WPWulNTV19x6d+Lkh4u9RmkBwCjCruy40u7xRw154VeHuNt3NjxbtO13WNfLGYKre1LERR8E3XecTdyftJf+KA67Y3dFFqH9nG4Tl114gerURMwZh7X/2Zgv4ceeshpIDBr1qzr168XFBQQESIpFAqKojQaDcdxFovFYDBQFCWMxaqrq8vLy5lMptXqYlQd0eZOz8jIuHLlCofDMZvNw4cPT0pKyszMdCYhIumcKH7Q/8Z82DRUtav82JaS3fsu14dJcH9JnZSrF3NMPGbb/WQHgMZAb9YxGjQcWbN/eRMlQRyyIvLRhydM4tM4vTTI/vFsJ+kWnil0UstA0jXB3uKuK5H0I0iJDyiIEPGE0J1p6lqrGAhaF0kkku+++45Opzc3Nz/++OMAQKFQiH5c1m/TFZNC/9+Yjx4989LEQQWD/JQI4rDY0EtlAbmV4Zmz3r/Ll0fSAd26zUtLS7du3WowGDAMmz17NmGx4sRkMu3atcuZWM5qtX733XfOMHjdQi6X5+bmOpPSdQ1uiRANp1qu5WzATDaLgCYYGfkoy0YHMw7020wDKr/eU7Hj2KARsQhm63EOzwflksNV3qOiZc4j8Stqcj8PvvBStDBWh2uoumpG0qpKusgCAAwJHjZPnvl6JDfMoKtmipM0jX7YlCI+gAUApBj9cUHAc3XXI+nsCtyQyuSnsUVleNdh6sNo7BKz7qJeSUfRPJP2be9op13DKI5or6x+XWOJzeEw2u2jWKLNyqq3vKPbdyL1FcbZHJmTnht5cTMz0C3tRt9Q8ON70ek1hIoBAJgC69AnS0/9e0vwhL/RBX2kf6w6uUuR/fPo5wupTHsn1VDMkfJYRfYuuPbtqpTn1rusYzMbz701UxJexeAZL7z3Q9obu3lB0fCXLQOCIHPnzr148aLD4UBRFMOw3Nzc8PDw/fv3m0ym1NTU69evt+5Np9MJBAKnY5qbtLnTlUplenp6VFQUAKxbty4pKSkhIYFOp2s0mtra2ujoaCKNiFKpbG5uDg/vuUquHyNhCJ6Le+S5uEeaTKrT8uzjsvO55QW/q+u1FjMLQxhUhEFFjLjDZAO92SZisCL4fsnCQcvjR47zGXxX4jt2DjmFG4B4ptBJLQNJ15TWKQaF+t/rUZD0HaTEByDdEjqDwSCSqPeYdP9hvz+w4Z+Za49dr+JQEY3Zke4/9PKDrweyPWjB079xX+Jarfa999775JNPfHx8DAbDmjVrhEJhXNythIIUCqV1EFC73X7hwoWeaRk0Gk1RUZFbWgaHAwwmWLcZSiqDgRMM6QAAOMDVGsj5GBZMhymjnYqGDd9nfFrClj/5f0wMLDbHDFPD+4qcUGu3M8+NbeErDbRGLdOLaySOoFR78qsVuIqql9Ewto0bZGrt2ew7WuU7Uq2vp9H4VirHtuOP5H9V+84JvDkdnMjxGs/xqsUNQgqNS8EAIJzGfrOVUmBb4OD2n4kPaptVZbcEUBmUv85HHF/vn1hnMdIR1AujOwB0tg43vf0DREYjfmXO/428sAmleUp88pay3IQZmtZH6DyrMNjWUpbrM2RiHwzArGku2PXRmOdLOlcx3ASB5Icr//zsrCLnjDR5bPvyxryLLFFz4rwaAEApjurTO+OffO+xxx5rXWf69OkGg4GwWTAajUwmE8dxQukQGxsLADQazRm70WAwsFisbtkytL/TiVgPMpmMiMVw+vRpDodTXl6enJz82WefvfLKK9nZ2UVFRdHR0Rs3bvzHP1xbBpEAgIQhmB8ycX7IzV+mwWpS4TqdxaC1GHg0NpfK4tM4TEq3HWruEHIKNwDxTKGTWgaSrokNbhsinqR/Q0p8ANL3Qh/uNShz5g8tZm2TWeXP8mJhAzEk5z3EfYlXVFQkJSX5+PgAAIvFevrpp2tra6OiouRyOYqiCoUiKSnJZaqRNjgcjpycHLlcHh0dHRYWhuN4U1MThUK5evVqWFgYsbnamoaGBgqFIpFI2jS8WYxbYO0GqKh1eSb48RDQaTB+mINGW7Sz4M9qZOTDqYF+XAQBo8l240ZDWrb3nrozo8xNbn4JBFQHsros+Huxds6Y/NbHaQILTWBx3QZ1sP3NAFAgE9JU7IcUotsKAYJoPfGn5VMwPsXFFA4BCKAynZ+5ruo4iYj0UWVXFr76VdwXK3swht6AQqXZLG1DZtitCIr1kR6k9Lf1galKtpe7odRQzBE7vbJg9/vS5D/al1JodIuRAg4ABCwGrOHGiYYrx+gCYcDYx0MmPgZ/BQdxek8QMR3bhGZsDVGzWykt29/ply9frqmpqampSUi4GZjj5MmTb731FoqiRFKMjIwMQo9cVFSkVqv5/LsZm7Afw8IYnvAiI6dwAxDPFDppB0XSNddKq+/1EEj6FFLiA5B7JXQhnRvJC/SEmdlAw32Jh4WFZWVlOY23ExISJk+erFar33nnnXXr1mk0GovF8uWXX3bZz5o1awoKCjgcztatW0+fPt3Q0PDqq6/u2rWLxWLt3r37l19+aV05Nzf3o48+IhZdbRoCAOAW+OOCaxWDk52/gRn/4qzsfJ1+/oLEIH8usaZjMiipQ/wmTI9+2H+MEu12WsTnqvz0DcLcKq9utdKaaCeyI9bnxqAeFsQ9KT5Q/uNR+f4/76STX3/99fvvv9+yZcuBAwfcbKJWq7VabWZmpkKhaH1cEpdWc/m271Yrp2nqqaKowdAHOByyiweC0xRd12yFzyAdrm7Q1Ve2L5IMGkFhRZ//ZtCl74IrzvMix90Y8Wx2zANn6v5cm/HxQoftruVE7IT2d/qECRNmz579/PPPZ2dnE0ccDofNZgOA2tpawn3D4XAAAI7jVKqn2LmQuEmP3+Zqk7lCqbbZe+hQRnIP8cx5O2nLQNI1g6P6IjoUiefQjyVutdsrlGpvDovH6GsjRg+nHwudxCXhQb5Kg1HE6jpeFIfD+eSTT7Zt2/bpp5+GhIRMnTp1xIgRACCXy3/99VcKhYLjXW/8Go3G2NhYwlY8Ojp6/fr14eHhTCbzhRdeAIBRo0Y9//zz8+fPJypnZ2fv3LmT0DK0bzh+/HgAgCNnuzilxWo5fvHDa7y5c2IwrO2eSrA/NzhC/F9V1NvKDtNeuoRuRw9lJY6kWrksc6iXpusGACYc23s2blVJ8PgWj9sTptIoKYODs5Z8xEuOYoX49qCHrKwsBoPx0EMPAcDPP/8sk8n4fD6CICaTSSQStXbvVygUjY2NsbGxKIpmZWUhCJKWlkbEbXEWxS5Y8+frZ1HMFj5WQaE6mkpYOb+EDfrb2xizt0LlORwOhc7AZ9AZVEwrK0cxM8dtQ4abICCN0TblXeD4hrQtQSlpr/9UvHd91fENE/6vhCmwAABbYhFHFFz6zlp68JvIh567S9fRIe4826dOnfrNN9+EhYU1NzfHx8dPmjRp06ZNPj4+GIYN8DSW9yM9fpvXqXUak5nPoLnzXiDxKDxzCkdqGUi65kpR5ZDokHs9CpK+ox9LvKJZ1WwwaU14SgDp/38b/VjoJC7JlzcBAikBNBql6xyBQUFBb731FgCUlJR89dVXtbW1EyZMSEhIoLjRloDJZE6cOPGnn34qLy9vaWkhTL4jIm6G3KdQKM6url27lpOTk5SURBgyuGwIZhyaVV2e9GpePZ8rFgpcW8qEx0gPlwR2V8sAANF65v7LCXMckJZYOSSsofPKjVrm3rNxCyv9V5d5aIpWgZATHiq5+sjqkRe3IJRum7hevHjxueduLpUffvhhANizZ09dXd3cuXMrKyud7v2jRo0qKCiIjY3dtGnT0qVLNRqNzWY7ffp0cnJyU1NT66IxHxzK2/7akbcyAQGWWJL49w+kSWPu8jW3osVoqlCqBUxGjFRkbJKxJW6EY2gHW6wxNFW6LEJQiqrsfPzsGmYrnxoEgfiHKs+v39oHWoY2z/bp06c7P69atcp5ZPjw4QaDgcPhAEBkZGR4eLjJZCJVDPcjPX6bEwYsDtKU4T7EM6dwpMcESdd44A+XpFfpxxK3OxwAYO9phPl+TD8WOolLUBQBALsbxrHZ2dlOd4nIyMg1a9acOHECXGUP6YTi4uKPP/44OTl51apVa9asIQ4iiAv3ATqdvnHjRpVKdePGjY4agsHozkkb9VYOp8NBcllURfc9JgjGtPAunR9SfTlqx/Gkqmauyy9Ra6L9kR32w8nEj6/FfJYf0bMT9Q1hYd6U5pbKr3/uQVsURdunIZg7d25AQEBGRsbChQtTUlIEAoFEIomIiCguLpbL5QAQHBwcExNDVI6IiGhdxBBKU1/8bvqW3KkbLk/495+9qmIAABvxUnA4AMBi0FAZHcTX6BQqy2bRNHZUamis4/q2TejLllhwvdFuaXv8ruPmsx1FUULF4PyXVDHcp5Bv8wGIZwqd1DKQdM3Vkqp7PQSSPoWU+ACEFPpAw96dHatt27Y5P8tkMm/vbpsC5eXlTZkyJTo6mk6nZ2RkdFIzJiYGw7CVK1d+8803FovFdUO2W+sfKRvT6Tq0ftfoLd62nq/xwoyMq2dS376UcO50wtcHhx7Nijhf4ptTLcks9z6VF7zj2OAtRwanZA4qOT3sqbqeWE5dMCh3qm4GnnAArJLlmR2dbbOrbVZtxxkluiQhzr/k/e9M9d0LhwkAISEh+fk3Y2H+8ccfZWVlAECsV1u79x88eJBCocyePdvLq21Ii3379rUvQigUCr2vzbbpXJHZ0BPFk1mH0UWBHXYrlBiUbaMbmNQYRqei1F733SOf7QMNUuIDEM8UOukxQdI1CWEdvjtJ+iWkxAcgpNAHGiiCuKloSElJycjIWLZs2eDBg9VqdXl5+Xvvvdd5k6qqqhdffNH57/z588eOHbt69eqqqiqlUhkSElJZWZmX15mrApfLXbhw4ebNmx9++OH2DeMjo0AqAoWy82EMjvPR5ZmbW0xioQunidICxSx1Tec9dA4KyBMy6RMyaQnL+IdIVcUy1XKM/jg1SMdM1XDGtfAxR89jPTZb8RtGjU3goABy1ajW2202hwMQUFrxZhseTmOjCKKzW1FAaizGcBo7y9iCAEzieAGA2mZtsJojaCyDw+asgLmyHHHC5jCCAkUFq74c/OP73RrnlClTPv/88xs3bjgcDqPRmJ6enpOTQxS1du8Xi8UVFRXl5eWVlZVNTU1sNvvs2bN+fn4AwOfzWxdJJJKefmd3Css7SCcHIiVEt9AphJIhHfpFB419qvhwsTSqAKHcuuMKjwQEjpnT46G6D/lsH2iQEh+AeKbQkbNnz4we3bvWaF1SUFb19Q8Hli19wnkkiM/m0cmotp7CjYo6D8zCStJ79GOJFymaW4xmjIKmBvjc67F4Fv1Y6CQuyaiSAUCyn5RBdWu/QaPRyGQyHo9HrAx7gM1mq6+vF4lELBbLaDTS6fT2lvbuNrTZ4I+L8L9fO2tGo8Jnr3396e9fCCIfnDOISr3tXBXVmnNHC29UHhLYe2Ih3wf8ppE7AEQU6mi2eLOyyuZwPCEMLDTriszaaDo306D8hzh0t1pmttuSGPyLBqUXRrM54GGBX5FZl2loiWfwrhrVXArmrLBUHNL5GW02+59nChN//EAyYUh3R6tQKNhsNpvNbnPcbrc73fu1Wi2bzbbb7RQKBUEQnU7nNNFvU9Tds98JjXpDWZOKx6DHeYsB4NTLYwc/miUINLnfg8OGHH0nbvy/TjEEHWYeyfr87xbVhfgHK3j+ZmMLVngkUF0fMub9Q31gr0E+2wcaPZb4DXmT1oxHSoRiNhn98T6jN27zPMWt4Effbfnh6XnTEqK6TlntpKAgn/SYIOmaMH/pvR4CSZ9CSnwAQgp9oNHdlRyPx4uJiemxigEAKBRKQEAAseBkMpluqhhcN6RSYdIICO80nuLCGVBUsbziykRZ2Z7d1yuqNUQQCr3Beimz9syxor11ZzxWxUAwiMHNM2lxh52OoMTaO0OvXCgISGHyBRSq2mYFgJk8n0Qmj46iwTRWDIMDAEe1CgmFJreYynA9brc7K3R5OgoFHRTje2PZxw5rtzMsSqXS9ioGuN29n8vloiiKYRhxLa2jALQpuocEjHm0/Ez3JuvVWXx+aFwnKgYASH1xk0/aq1n/G3xgVdSZ/8TTpU+P+eBw37iEkM/2gQYp8QGIZwqd9Jgg6Zq6RmWEPxmQfwBBSnwAQgqd5D6DToM3lsK/tkBBedsiFIVHp0F8FLz9HwQcGxsu7dHJPtJrDgKbhgAK9ocMsu+bcgOshnsx7u7BpWAHNPJxbPERXSMAoAhCmPPjDgcVRQAAa6cvoiPoWI4YBSSczr5qVLev0AnevsLyGqVs93H/x6bcxau4jwib+syJVVuby5niqC2uugAAIABJREFUMLcijOJ6StGxgGGvvN15NQRBK2nBBRF/YyWy5s+fr9PpGpqU7uvsiouLvb29+fzbMqHW1dUdOXIEAGg0Wnx8/ODBg122JZ/tAw1S4gMQzxQ6qWUg6RoJn3uvh0DSp5ASH4CQQu8zlEplRUWFWq1WqVRE6jgejxcSEhIaGtqnG7kIct+nLGMy4LUlcLUAjl+AshowmUHIg8Ro+9SxaIsa3v0KDDft3ufpa+dV1OIIakAoHm6/0IYHOF7vNRTN599cjk7iSDYpq3wwOoYgLOS2NKJsFDurbx5E56Zzvba31ARTWXUWoxC7LZahzGqqxA0jWaJOzhgZ4pX3zma/BemI28Ym/QkKnTl46RdXvvnH6OeLWKIufip2K5K1PSJo/BOC0EGd17xw4UJLS8tzzz2nVCq//vrrSZMmAYD7Wob8/HwajdZGy1BVVeXr6zt+/HiLxbJz504cx4cPH96+Lflsdwe72aK6dMMoa+InR3KiOwyxcV9ASnwA4plCJ7UMJF2jNRgFHDKh0QCClPgAhBR6r2K32zMzM0+ePJmdnV1V5ToWNJfLHTp06Jw5c0aMGOGOuuHMmTNZWVkAMHPmzOjo6G6P6XYVQ01Nze7duwGAzWYvW7as273dK2hUGJYACVFAowIFBYu15ew1+HqXsKbWRV2HneawA8AvapnGbq3FjUE05kS2JIjW4S8/09ASSmNJMXonR3qJWbybsWO+9k8EgCWiYACIpHPC6RyT3UZDHRrQzOf7ooAAwCJhEAAEUBkogoTR2P8QhejtNi7l1hyPqOCHMfwwF4EwWyOR8qgVjQ0HzvrMHtc7VwaXLl3y9vYODg4GgJMnTyYlJYnF4l46Vw/wShwdPf+1c199nPpkmSikQ4sGkxrL2hbJDpwY/fDLXfapUqmIzCwikejRRx9tamoCALvdvmvXLoPBwGQyFyxYcPjw4VmzZgFATk6OUCg8c+aMxWIBgEWLFhGd4Dj+yy+/LFiwwOltRKfTCYeUUaNGFRUVDR8+/JdfflGr1QwGY8iQIRUVFbW1tYrmlqcefywgIOAOv5Z+jLagMnv2K1SrlcmgFjZqvGaOTvj2dQS7pcUzm80//fRTS0uLQCBYuHAhjdbDDLh9w52+ze+x0xJJT/DMKRypZSDpGhpG/k4GFqTEByCk0HuPU6dOffXVVx0pF5xotdqTJ0+ePHkyLCxszZo1iYmJndfPzs7+8ccfASAhIaEnWobbUSgURG8ikeh+0jIAAIIA6+bKuenctbwn3xk3Jgo6VdPM5/sZ7LYdqlpi7a2zW1kIBUUQrc2KINA6KUMC42ZEgzJcT0PQQCrTeURhNTda8VgGt493/FEAK6o/Sz9HY9lRA2u0eRwFbi6HOOjNuxhFkNYqhu4SESQqenOjz0NjO/8ae4xKpXIGZWhqajKbzXq9HkGQpqamgIAAFEW1Wi2XywUAtVotl8tDQkIAwGKxsFgsZ6lCoWhsbIyNjUVRVK1WE/v8Go2Gx+Pd+QiDJ/2NKQm6vOEFr2h1xLg6ru9tGU9NGqz6kqT8jCR8xrLIB5e78y1Nnjz522+/PXPmTGho6IwZMwgtw/79++Pj4xMTE/Pz8/fv348gSFlZWXh4+MmTJ6dMmZKYmJiUlHT48OGSkhIAMJvNX3zxxVNPPdU6oMnp06drampwHK+oqHj99ddPnTrl5+c3f/7869ev//DDDwKBYNWqVTXyxm2bN65Zs+bOv5Z+iR23ZM/9vzAxKzBYAgA2m/3ymStl6/4X8caimxXs9rVr1z777LOBgYFVVVUff/zxm2++ec8DiHRCj9/mXhwWggCX7tE6FBKXeOYUzhPHROJpuB+ji6R/0I8lLmAyW4xmjmdvRNwT+rHQ7yEGg+GDDz44duyY8wibzR4xYkR0dLSPjw+DwTAajRqNpqKioqCgoKCggKhTXl6+ePHixYsXL1mypPfGxsQodkBoGKXrqvcPpe9ujgiVdHcBcFirmMaRcinYHo2Mhd5MyrBFWbVUHHJa15TM5F82qtgoRW+3leMGvc2azOQ3WfECszaWzt3UXNll7oa7TiWtNGKqIny88tL6UHlJgz/0PCSnS7x9hUXlxYojGdJpaXe35444cuRIXV2d1Wp99tlnuVzunj17Fi1aVFpaeuzYsVGjRq1bt27GjBllZWXTpk0jSlNSUgoKCmJjYzdt2rR06dIdO3YsW7YMQZBdu3Z1965h06gYivLaraykSWMmfn627NC3md/tQlAT19dCZ5ssJpqhmWZoRnxSJ4xd+wrLy904kRiGLV++HACKi4vfeuuthQsXEjqFuXPnAkBcXNyRI0eWLl36/fffL1y4UCAQhIaG7t+//8qVK+Xl5YRjxZYtW7hcrlR6W4y3ESNGjB071mKxfPHFFw6HIycnRywWl5WVORwOlUo1depUAGAwGB6+935vUWcXUcx4YPBNWw8KBY2L9r2y9TenluHcuXNjx44NDAwEgODg4LS0tIsXL6IoqlKp6uvr+Xw+k8msr68PCQmZOHGi3W7fuXOn0wglNze3urpapVI5HI6//e1vWJ8sBXv8NpdyWNIe7YdnZGRcuXKFyWTiOD5nzhzCbKdbZGZmhoaGtvl5k7iPZ07hSC0DSdcYTGYAT3T4Iekl+rHEvbksb67HGZV5Av1Y6PcKtVr9/PPP5+fnE/8KBILly5fPnDmzoxm/TCb75Zdfdu3aheO43W7/9ttvDQbDiy++2EvD41MowT6SXur8nqArrNTlV/pPirvDfmbyfIQUarbpVhIvCYV2zaQex5ZE0TnHtAoAiGCwLWAvxnVyq7njnnoLho2tLOEIg41aBcZEmNAL4TXCAkWVX+zqAy2Dw+EgtEJz5869cOFC66I///xzyZIlGIbpdLo2rSIiIiwWS3FxsVwuB4AxY8ZcuHCBRqMNGzasuwNgUampga4TG2MMdvS8ldHzVmrrSvXyarO6icrmMcU+gtAEhNI99dzmzZsffPBBqVQaFRXl5+dnMBjYbDaPxyOsMAjjDjabbTabDx48OG3atO3bt8+bN08qlR4+fJjoYfHixXq9fv/+/XPmzHF2y2AwCKOP5OTkqqoqkUg0ZcoUb29vnU5nsVhqa2sBwGAyW63W7n4tAwezvJnBoLY+wmTSTE1q57/l5eXp6enOf2NiYk6ePMlkMr28vJ5++un3339/9uzZ06ZN++yzzyZOnFhYWNjaCEUmk1mt1ieffPLixYuZmZmjRo3qgyvq7bd53U/HlScuSx8a6z1jJHFEqVSmp6dHRUXhOL5p06YVK1YQ1kkmk4lGozlNkBAEQVG0pqYmPDycULio1eqGhoaIiIiEhAQ6vdfd0PoxnjmFI7UMJF0j4nG6rkTSjyAlPgAhhX53wXF85cqVThXD8OHD3333XYmks1W9n5/fP//5zzlz5qxcubKyshIAduzYERUVNX369N4YYRuJ83i8tLQ04kNvnK4PqN1+yD9A0ANLZhTA4rADgMZmZaFY+6QMATTmEJYgy9CyVy0jvBL2qesH0bmzeb4Kyz3QMoTbIvJLjTcqhaGmEJFD2Bun8P1/9s47PIpq/ePvzPaa3c0m2fSQnpCEAKFDaIbe5eIVVFApil7x+tMrilfvRZRrQVEQvCBFLCAi7Uqo0kuAECCENNJ7tmb77uzuzO+PictmE0gI6ZnPw8Nz9syZM2fn3ZnMfM973tdfcvfkHWuNmiV7WKjI1iGVSmtra2NjYwFAoVCQQRn4fD6KouQksE6nAwAGg2G1Wul0uslkYrPZrlsPHDjQt2/fWbNmyeVyAEhISPj2229RFG0n9x+Bf7jAP/xxepg6der69euHDBmi0Wh4PB6Z9XPu3LmbN28ODw8vLCxcsmQJAIwcOXLPnj3PPPNMVFTUgQMHRCJRaWlpZWWll5cXk8mMjIy8fv16bW1t47liLy+v2tra6dOnb968OSYmJjc3Nzo6+s6dO3v27KmorBo6dCgAGAyG/fv3P/fcc4/zRXoewv6RGoXWbvOlM+rfiWprtaJ+Yc4GPB7PaDQ6P5pMJoFAYLfbyR+wSCSKiYkBAFI+DgkJcXNC6du3LwB4enqSd/UOoF3/mtccPHfvjfUh/uKsg2eZhz4TD4sn6wsKCiwWS0FBAXlaSO+kOXPmnDp1yumCxOVyrVZrv379tm3btmzZsry8vKtXr8bFxe3YscPX1zcxMfFxMiX3crrmIxylMlA0T7VKI+D6dvYoKDoOyuK9EMrobcvGjRszMzPJ8hNPPLF27doWvv0GBgZu37594cKF5eXlAPDZZ58NGjTIy8urzUfoZvGIiIgNGza0+VE6DALHK3cdHdwvsBX7JrI9dmsr/enscptZxmgiOGIpZrpoVLER1IPGcBAEAHigjGLMVIQZS2xmpR2T0jvUI50GtHgsEbD2PAQN9fGTVO091ee1eW3eeWJi4vr16w0Gg8FgEIvFTu+exMTE3bt3+/v7kz/+yZMnb9myJTIy8tq1a7NmzXLdGhoaWlxcXFRUVFJSolQqpVKpWCx2OBxtPtS2wtfXd82aNTU1NWROGWf9ypUr6+rq5s6dS35MSkpKSkoCgHHjxg0ZMoROp7NYLKvV6pzmdZVRhg8f7iyPGjWKLKxataqurm7WrFlpaWnBwcGxsbHFNcrYPoEAwOfzKYmhMdxgX7/5E6/973zfSBmHy1LItdl51YOOfeVsMHz48MOHD0dGRpIfT5w4MXfu3AsXLjhv6WSBIAgAaOyE0vERHNr1r3nd1bsBPoKQMG+jBau7nuNUGTAMwzCMxWIVFxePHTsWAObMmdM45ui0adPEYnFGRgYAHD9+PDw8vKamprCw8OESPEWzdM1HOEploGieYFnbP+BSdGUoi/dCKKO3IXl5eXv27CHLiYmJq1evfqQHTaFQuHbt2ueeew7Hcb1ev3v37tdee63NB9nDLK46m8Fk0AQeLV0PxUVpZNYGAAhn8YKYwQ6CmOVx/ymNDAw5RegDAH4MtoXAAYCN1K999WOw9Q47D6XNEPrSunAcuMchQCbM2XaoPVQGFEXfeOMNlUrFZDJJh/8nn3wSAEQiUVBQkMPhmDVrFgDU1dU988wzPB5Pq9X6+/t7e3u7btXr9Tweb8aMGTQaDQBoNNq4cePafKhtCIqiTU7VikSiJtuT/g4A8Kie5GSHXC6XwWBwOJywgC737tHViP3y9ZLQgNv/3W9RaDwSwgef2ODRP9K51d/fPzg4+PPPPw8LCyssLIyPj/f1feApdXNC8fdvaeSONqRd7+2y2WOuf3fIgOGK2rrhU+7rXLGxsaQQ41SryQivri5IXC7XNTIFi8VKTk5GUTQsLKygoKD9xtwb6Jp/0CmVgaJ58sqqE8JaM0FE0U2hLN4LoYzehnzzzTc4jgMAk8lcvXp1K0KvRUdHT5w48ejRowBw8ODBJUuWcDicth1kD7N4xfb/BXi3fq0HE0Efnr/NqS84IZM4dMWIW22Ep5cQu1Ohv1sk6BtqcWAGm8mT7YG0XZq7JrNXul4sgYGBm37+rsJQ6+frx/DguG0l5Qky5ll2draHh0d7uPx0XxITE8lCD7vS2wMERfusmNdnxQMFtSlTpowbN04ul0+ZMoUUfebNq2/8t7/9zbXwICeUyMhIpzdEe9OuFhcNjh124b+aa9mRyf25IffVlsOHD0ulUgzDyIwwTlxdkGSyBgFQUlJSvv/+++Dg4MrKSjK4JkWr6ZqXOaUyUDRPXB8qzXLvgrJ4L4QyeltRVlbmDGL39NNPt3qh6bPPPkuqDDqd7vr168nJyW02RADoWRbHLVht6qWY0Y8b95HCFTnLfmYqsvLy8vxbRovdzqajJhvuzeFN9B/+l5BJE/2Hoo2UlzZEbdU9d/HdG7xbgcF6i5X9n/2/bBq6al6flCYbx8bGkqvB2wQHZqm8/Lsq+4zNpOX5RPgNnSGO6N9WnXc8PelK70TYbHZQUFBLWrbaCaWtaG+L86ND+NEhrjVTpkxxix9EeicBQHh4uKsLEsmiRYsAIDQ09OWXXzYajaRiSPE4dM3LnFIZKJrndkFZ/8jgzh4FRcdBWbwXQhm9rTh8+DBZYDAYCxcubHU/ZCz6qqoqAMjIyGi5yqBUKjMyMioqKjAME4vF3t7eAwcObBzTsa0s3sLDtQQMw+7du1dYWKjRaEwmE4vFEolEYWFh0dHRD39e16Rl8cUCVsNA8RStxkhzfBxW9k1IVaRMHRGkGO+pZzMcAIDjSJ2Zda8m+5XrJ3npvusHvzPeb1A7jeH5i+8paSeXjLuHogQAyHXc5Wn/DhMEDpRGt9MRSeoK71xfv9jDT+MbV8vg4Ppa9o0N+yTRoxOXrEMZ3TIGPnVv72202uI1eqPCYIr0krDaNMPxQ7z5UBSlJIY2oWte5t1bZdDqjYdPX44JC0qKi+rssfRkuuAPl6Jd6cEWN1ixe0qNTMj3FfA6eyxdix5s9A7m/PnzZGHYsGGPma/hzTffLCoqAoAWLu6trKxcv379uXPnyPUaTlAUTUxMXLRokWu4OF9faalGFyyuH6FKpXrxxRcBIDY29uOPP27c+c6dOw8ePEiOauTIkY96uIdTUFCwa9eus2fPmkymxlu5XO6YMWOWLl3aOJYYifJMulTYRNRGilZQwrFOHnybG6h4oV+xkNMgwiSKEhKeZUhY9eCw6twq8fzztUsi5384YHkbLqMgydWWXFHcWDa+XmIAAG+haVR0/sobn5+c+F3bHsuO46VqnSePI+KwjLVlVz97rt9f7sn61ucUkMUZwkarMn423fovPuDVTQBgsVgMBoMzWJ3JZLJarWJxu2T6aBOoe3tvo9UWVxnNRsxmsGIsehsv0KNob7rmZd6NVxTa7Pavdu0/nXZz08+HM/OKOns4PZn0vOLOHgJFh9KDLV6lM1rtjiqtvrMH0uXowUbvSNRqNakLAMCECRMes7fk5ORFixYtWrTINVv7gzh27Nj8+fPPnDnj9s4PADiOZ2RkvPbaa59//jkZCB0AStXaap3Baq8Py+9wOCoqKioqKmpra5vsv66ujmxACgGPergHQRDEN998M3/+/NTU1CYlBgAwmUypqanz5s07ceJEkw1Ux9I8JV0xj5cTO4Kc5ni/7jVwcvD4/qFTh4dM+kvg6I3CiDJ6S8NVdgyFXPPg4elh/QunD81zkxhcQQBi/DQLR1/bU77z+Qvvt/kwbqvvBUksNLTBj6ePlzZT0/YPe3Vmq8JoqtYZACBnz4dhoyucEgMJSicGzC/W5F9Q5aYDQFFR0aFDh5xbs7KyTp482eajakOoe3tvg7J4L6RrGr27+jIQBGz/7VhxRTUAEASx5Zff33/lOW/PpuP0UjwmSVF9OnsIFB1KD7Y4QeAA0Mx7T6+kBxu9I8nLy3OWndHXOoAtW7Zs2bIFAPz8/J588slBgwb5+Pg4HA6NRnPnzp1Dhw7l5OQAwJ49e1gsFhmlDEEQgiCaVQHa6nAP4qOPPiJdJAAgMTFxwoQJ0dHRMpmMxWKZzeaampqbN2/u37+/uroaw7D33ntPLBYPGtTAS99hsuhySsST+gHAZZO6GDMtEAUAAAHwf1VZa31jWY8ePqAIM9oIIorFB4BzRlWORc9GUQB4gu8VwHi0WT4ckJ8FQau8EtkCTkCEl6eU68OlOxyE3oD9UKL+d6lurLn2P7UZoXZj8321Mzq6Y/KgzKEJpQPCalrSnsu0PzUs48eL6LqsyP+Le7YNRyLjeBqs7ssTDFaGmNX2PmgEEABAADgwi/z2lcQP1I3boHQiZHh11ZX9ntFJD+rHZDLhOE7G1ZfL5Xw+H8fxqqoqu93ujBmBYVhOTg6HwwkICHA2NpvNmZmZAoEgNjbWZDI5HI7S0tKYmBi5XO7MZVBTU+MWOa/lUPf23gZl8V5I1zR6d/VlSD2XlnYr2/nRaLZs/PGAFbN14pB6MDfvlXb2ECg6FMrivRDK6G1CSUkJWRAIBK1+K3hUdu7cSb7zv/DCC7/99tvChQtjY2M9PT29vb2joqLmzp37ww8/LFu2jGy8a9eu3NxcAMBbpS+0+nBNcvToUVJiYDAYq1ev/u677+bNm5eQkODt7e3h4SGTyRITE59//vm9e/eSYSlwHP/kk0/clBH1xdsePh40GgoAKjt216xzAAEAN81aI+5wEAQAyO3Wuxa90+lC57BlW/RkM63Dnm81Os+GzmErsBoNuMOA28kapR2bKvRZJA5aJA56VInBgNJnBoz+d9iw5Olxs/+aEGi6w7p3TubF85fxo8MlY8aGjPPKVw3tNzR44n7eo8XushD4Tk3ZI+3SLO9EFYh5ihZKDCQMGv7k4FtrMrcU6Coe1MZsNqvVTby6P4QkaYzGyK5QN/BPuZIfsTBs9iP180hYNLUsAY3OcvfNIRH4WozV9Rqi0WiU/0ldXR1ZeevWrfT0dLL83Xff3bp165///GdlZWVRUdHGjRsBwGazvfvuu0qlsqCg4P333ycbGwyGjz/+GEGQvLy8Xbt25eTkrFy58tatWwRB/Prrr3K5HACUSuXevXtb/b2oe3tvg7J4L6RrGr1bqgxZ+cX7T15wqyyvUezYf6xTxtPjiQ/tipFLKdoPyuK9EMrobYJCoSALoaGhHXbQ/Px8APjHP/6xfPlyBqPpCIhLliwZM2YMABAEsWPHDgBAkVaupW/d4RpDEMTmzZvJ8ltvveUWotwVDofz0UcfkXkKS0pKSEcJJ5rLmRL+/XnvoTzJFaMaADLMdQM4HgCQadadMSgdBLFVVQIABVbjfl01RuBfKArzrIZDumoDbt+hKQeAMpv5R02FAbfv01Y1+MpWwx2L7o5F9/Az44YJpY8JTFHGhs/+S7y/jAcEUX3+eO3lPwhHvX5B4Lgu59agJL/ps2NfCRi2U/gIk1E0gD7MNpvYL+FYv/Or/c1eyz3MsJseLfCbkIMNCi15K/0zt3qLxXLq1CkAUCgUWVlZj9Qnj87ZOXLN/uuJ6cW+KgO7Qs3fd7W/AI97K6714VSbhc7i2S1NSwwAYDejdG59mLr8/PzUP7l69eqDdhk1atTYsWOnTZtGKhGXLl2aMGHC+PHjp0yZEh8fT7axWq1Lly4dPHjwqFGjCgoKACAxMfGZZ56h0+nTpk07cuQIAKSmpj7k6mgW6t7e26As3gvpmkbvfiqDVm/ctPswjjcxCXP1ds759MyOH1KPJ7/8EWY2KHoAlMV7IZTR2wSVSkUWJBJJRx53woQJzvztD4JMHgYA165dIwii1b4MrTtc4wYZGRlkBo3AwMDZs5uZo+ZwODNnziTLN27ccN2kv5Uv4N8P/diXLciy6DECZyEogiAAEM7mhbN4+Zihxm4FgNNG5XOiwESOxxJJ8HG9XEpj1tgshZgRI/A/9IrFnsGJHI8UvpfrITACJ/81ecrwB6zBWigbiobKRo8NRVEEANR3bohj+nkmDlVcv+jW0suTO2N27HtMz6/NpgqbWeuwaxz1vpl3LLoTBkWFzQwAdoKosJmr7JZbZi0dQfsw62M6EAA3zdqj+toi7NGWXaR56JfF5/uNv5yUfG3VwOwglSnu5bKqs/U/XbsZtRlodbk8woHgNkRzl68r4jjMNLuRBgBkjaGUAwCDw6rOlqUXKyvy8/Ozs+v9TIuLiy9fvqxSqXx8fPr162cymQwGg2sDADCbzVevXnWtcTI5YPilKT/QdXP/dz35avYTC4NWnJ+8k462Zeh7N1giKZ0j0JQ1HUa0JsdLEj2WLPfv33/Rn0ycOLFxY/IH77wJoCgKAGq12sfHh6xx5kQkCGLv3r2bNm06ceIE2SwwsD7pfWhoaHFxMQAUFhaGh4e3+ntR9/beBmXxXkjXNHr3UxnYLMbIgXFjBvcbM7hfdGgQAIiF/EHxUeQ/icdjBfSmaJI+vl7NN6LoQVAW74VQRm8TLBYLWXCmTO8AUBR9+eWXm23Wt29fMmeYXq83mUytzgrQusM1bnD37l2ykJKSgrTAsSIqqj6ZlFPKITHml/H5DRYyCGj0w7qa0TxP8uMBbTUNkFlCXy8aEwAIgiDXSlTYzEwETeZ7juFLF4oD6YAgCJArLGwNZZE4tnAgRzSQI3IbpRo059mnj9JTTzCP5tPyCBe54RhHdk3kN3p8mLOm6swR2ejJvskTq88fb/zt1KnfhzvubJNE762r+kied86gBICNyuLTBiUd4Dt16R8GhRa3/as27xP5PR1utxH4V4pCct/3anJyLHo+St+hLj9rUDZ7JgHgiFQ9IPn6nBEZRaNvPZly69Xp12k2h5eX2bOfXnm7fp2C9h7vxkeh6rt83IZkfBxqUTP0xdybn4YobwtwDL39ZTCmpylvCQr3+dBRPNRgeuvdf7guEFCr1QaDQa/Xl5aWnjp1qvEKArfFAo0HGSMKOTju65K5x+/MPPBW3MJ2lRhIwmf8LetAH9zu/mtUFnCV90SByXMesi+bzSZ/5zabrby8vHGD0NBQZ9yWO3fukIUDBw7Mnj17+fLlc+bMIe8epNZA0q9fv19++cUZ1qF1UPf23gZl8V5I1zR694v+yGIy508bT5Zv5RTkFpWFBvotnz+zc0fVs6lS1oX5e3f2KCg6DsrivRDK6G2CzVY/Bc3ldlzugNjYWOf850NAECQ4OJj0XTcYDB18uMayi0AgGDduHACMGDGiJcd1KhGugydw3Fgh5/b1c235BN9rdW3eXI/6Sg+UUYyZijBjic2stGOThD6bVSWhTJ7KgU0QeH2vKQ9mcCtt5ihP/kS+9yZVSTSbf9usnSho+nKosltKMNNwrsQAhuusK/0WVPjEGM1a+q1dFrzSEW2vfyFc6TNgSHIfMloEANj0OrvZxPb0AgAgCKtGxRJ7Ovu0qBT6kntD3/ns4K9ZASihKDwOAEWYSYvbVnlHAsAYnvS1qjuJHI8am+VQnyE0QDCi3rffjDtiWIL54gAAiGLxN6mKx/ClDzmNFSzri/11mya1AAAgAElEQVRys7w0I/uVTPdVkyfV5kDRG8zIZ2sAgB9oMZRy+MFmAJD0NYQ+WVtzWeQ3RuM7SgMAFhUDACrPSIKnKCVxBgC481UwgYOnUG2LYI4dOxYA1qxZAwAJCQkZGRkhISHkEhv4cwWBswG5WCAwMFCpVH799dcPGXOHETz2r+rcy5c2Q8KcIg9/KwDgdqTsmijveODAFZsYf66YaJK4uLi9e/dqNJqqqqomRcbExMRTp059++23DodDLpfTaDQAGDRo0I8//hgeHq7T6YxGY2lpKRkSkmTixIlz5sz59ddfH+dLUff23gZl8V5I1zR691MZKDoeT48unSGMos2hLN4LoYzeJrBY9QECMOyBWQDbnJYnsyCdCwDAaDQCnQOtWjTRysM1Yvbs2c0ulHClrKw+2KHr+gtLhZzJZtHp9S/z04X1ETe/8U8AgKWSYACYJvTRO+w8lDZD6EtDECnAq559TISDj9IB4GVJiBF3CGh0APBlsP8uDTXijqkCH+chnvTwdR2GH53tR2cDQBGzIGyCXBZnAACuxJa0uOzUamYUxCCAFDL41QzupCAP517V547SWeyKEwcBgMZiV59NDZl9PymDsbzIIzIOAKIT/XYpwl+ougoAmWZtrc26XlnvsFBltxpwRzxHSIMGM+0clDaOL/2lrrIIM2ocdvpDvUKOStXPJuYkRlW+GFWJuuSJ1JuZojK8/KhXOYDDgpaf8IxZUgEAPH8rAGB1DEGwmWzJ87cAgKmGqS/hKG8JAYAhtOM2lMuyqen1GYJdZ+NdcVtBQC4W4HA4IpHoQbt0NAjS/+WvS/74+drOrwC3MLiIWe0QR8QN/+eHgoAIsklsbKyrc8HgwYMHDx4MAEwm8+OPP1apVBKJhFQQnLz77rsAoFar586d6+npyWKxfvzxR1KqS0xMjI6OxjBMKBRiGEan011PBY1GS05O9vDwgMeAurf3NiiL90K6ptEplYGiefQmi4jftXJ6U7QrlMV7IZTR2wTnHGaTawTaCWe6u2ZxvvzY7XagtTIuQysP9xgQBHHt2rWff/658SZDbilf3PzTFSkiON/eUAThI3Rnmdza5MeHYKLrZL5W50cm38FggsVm4QDnKEcWGiJyVQPkaWdDnqyPXCgbPalk3w5XlQFlsnAMA4A+wcIdDMkCAjgIoAiSzPecyK+fnnpRHGwl8MZZOfOtho2q4lc8+8zy8LUS+H/k9x404O0BtW/2zZ81PDfIU++2SXFbYI2zx71Sr+NkfNyHsCMAQB6NH2TWFnLFfQ0AoMnhiWONvAALg+/wGaIFgPLjUhoTZ6C40W5pyXlzQi4WCA0NtVgs//rXv1q+47majJ8K/5ckjV8cOQt99DSlzYAgIU8sCHligUlRYTcbOVJfBrelS3FRFCVjlDYJj8fbvHlzYGCgwWBwOBwhISFkPZvNZrPZAMBkMl3bFxYWbtu2bfHixa38In9C3dt7G622OOkv1pL1axRdja55mVMqA0Xz0GldY5KBoqPo0RZHAQBpfdi7HkuPNnrH4fR21ukeLR/B40C+orSSR3+efKzDtQCTyVRZWVlZWVlRUVFVVVVaWpqbm6vVaptuXFzFZbX7cv0mEWISRa7AO6beTcMgZzpsKAc4AFDA8hB43dc+tHlZ/JBwaf+hzhpl+sW63ExhWDT5URAaWfjzt7htIYvJZNPgiEExV+CdyBZuUBWT6z4wAv9HdfZ73pGNh5Fl0U0UeEex+ABw7sFBGXb5yVfG5y0YneXJb0IL0F0SqGLv/xS8B+lq0jyYQgf5URJnqL4gztvlRzgQi5KJ0Ax+yZrMr4J1RRy7gc4LsAACFhtNxGwg93A4nIKCgtu3b3M4Taf/dFssUFZW5oyJ+BDytWWzT68YGnHvVE4QhttejXmq2V0eDgIINHUdcL3aOGY7i8VatWqVTqdDUdR1WcSDCA0NXbNmzeN7eVD39t5Gqy0eKBJoTAwRh9V8U4ouRte8zCmVgaJ5GLTOeYaj6Cx6sMV9hFy91eot6LjIfN2FHmz0jsTpE+507+8AWvfaL2KxaHSURX/kx4D2UBny8/PPnz+fmZl57949ZzZQNxAEaZyrwirXsGidM/MWbo88l1ZBZzl8++mMakb2Pr9Ye18LWArp90aZzo45sBY5xVeGjylNfqnyj8MBExusDfEdM6Xy5EGnykBnc4NnLshY/booMs7n5h0pW8hA0SAmdxBX/FrlnSg2P89qeE4c2OQUYzJP+m5NdilmVjuwEAa3BDNmWXRx7AbT7+fE2r/H5z/9AIkBAAa8WXwydaADR2goAQABKQ3ia2J1jOBpCpbYRmPhRftkPD8ryiAS3yyx6egoE6excQCwRxCRofXZGckFAnQ6fe3atQiCcDicyMgG+gjZoPFigZac9pvqvBBP0+DQWiYdvyRPf3yVQchmijgsL14HTQMKhS31jEAQpE1mlal7e2+j1RYXsJgCFrP5dhRdj655mVMqA0XzGC1WKTws6BFFD6MHW1zEZiUFyjp7FF2RHmz0jiQsrD6nQE1NjdVqdYZpaFda9yrCBiJYKu6wwz2Iy5cvf/vtt03mMgQAFEX9/PxiYmJGjBjB4/HeeusttwY2hYZL75ynKyYwR2Fj887dzbio4gA7zhzJQJjnWKcDh9SlDNVwRHaLjlZ6o9Trm6OcpzZow2Jc9/WIiPWIiAWAfm//BwBwG8aRBfR/7wurWnHFNsjr6tcBDA4AzPPwmyrw0TgwGZ1NBlz4l0+9MMFE0HV+cQAgpTM3B/SrtlkkdCYXoT3p4ctqmItBybA9NeDu1CF50gdIDABAQwlfD2OxQhju04TPCJ3ryN3px/O32owo4UD4gfX9MIT3F8KUyQOWxo1027HZGKgPWizwEMb6Jr2W5vF7RkKJUrBj5IwW7vUQmDRatLdn8+26LdS9vbdBWbwX0jWNTqkMFM3TNWOKULQflMV7IZTR24SIiPoQcTiO5+XlJSQkPE5vtbW1165dI8sTJkxoW82i0y1OEMRnn322d+9eZ01UVFS/fv0CAgJkMpmXl5e3t7dUKnUGd3CeCldsSi2D2WlPMmxg9cMGkGUrWM8y/xjwfJlXVH1IDgbHETel2je6Dnb+Lf2VQ5jHA/VNlEbP2/ZFyMwFbN9AqLhZbFInSOqzePBQGg9tesWBExogpCoBAJxG6R5f71sQ2ac21LvpJSdOon01d6skTaoMKBNPeL3UpqchKNB5jsYNjBijTMNM8Rvy8EM8nPXr18+fP9/b2z1MularRVE0Ozu7T58+3t7e3mzx7Vm/Hqu4kjgwMlFS7yKRmppaW1s7YsQIV6eJtLS0GzducDgcDMNmz57t4+MDvZJOv9IpOhjK4r2Qrml0SmWgaJ5KhSYqqKXhvih6AJTFeyGU0dsEb29vkUhUV1cHABcuXHhMleG3337bvn07AHh5eU2fPr1thvgnnW7xjRs3OiWG6dOnv/DCCy1JkOkGbrGiaCt9K04blNkWPZdGm+vhJ0Qf+DhUabOgAL6M++tEym1mAAhkNHj5L6TfCxhU55QYnHiGmsOGyVXnN+VNX/3AoaBo4spPay6dKrl6Pchm/tovrq3cRdKFhuMy5ZK45tfv9A9WbDyVoNRzpAJzkw0Ygib0BZJLeX1eiJzOZzSjhjyEmpoaX1/fEydOPPPMMwaDAUXR8vLysLAwOp1+/fp1BEGGDRtGqmxarVZbo3w6JMV194qKikWLFu3YscNVZVCr1SkpKZGRkRiGbd269ZVXXmn18Lo1nX6lU3QwlMV7IV3T6F0xVgRFVyPE92HJtyl6HpTFeyGU0duK5ORksnDu3LnH7MrZw4gRIx6zq8Z0rsVLS0t/+OEHsvzOO+988MEHrZAYAAC32loXHu+yUa1x2F6V9pkl9P1GWfSwoWKmqobZE7gojdvIZUBOrw4Yommyh+AklTjv7MPHQ2Nz/MdPV4VMfJrn3bjzVvNBdNGQmHIm/YECgRM2wzEisvronWCCeDSJo1LDzyyXvN/vpdaOEQDgxIkT06dP1+l0BEGkpqb+9ttvVqt127ZtAKDT6dRq9dmzZ2trawsKCn766SeLxfLJJ59kZWU5dydr5syZ49ZtQUFBZmbm77//7pp7srdB3dt7G5TFeyFd0+jdW2UQCfmD4qPCg/06eyA9nPyyms4eAkWHQlm8F0IZva2YOHEiWSgqKrpx40ar+0lPTy8sLCTLkyZNaoORNaRzLX706FEcxwFg8ODBTz75ZEt2IT1E3CDs9gfFicCB2C1TTBh6y/uJS9yUi8HjLy/ql3NDYKjvDbf50JkAIKExnhL5k5X7tFXb1GU/1VXgAFkW3X5t1d66SgDItRp2qMs2KItq7FYAqHPY6hw2HOAHTfl2del2dSlOEFbczhY1nbCT42FDDYZmv6Bcaaotr3tR9zDJ45GoYFkvinSJfeQtbD80tBZFieNZzSd6cKIzM3+5Ho4gdCGj9SF1yeVFWVlZCILcvHkTAKZNm5aQkEA6LwQHB0dH10ejOHfu3NKlS/v16zd+/Hjn7mfOnImIiPDy8rLZbFeuXHHtGcMwDMNYLFZxcXGrh9fdoe7tvQ3K4r2Qrmn07q0yhPjLls+fOWnU4M4eSA8nLrSN8zlRdHEoi/dCKKO3FYMGDfL0rA8mt3nz5lb3Q66VAIDQ0NCkpKQ2GFlDOtfiOTk5ZMH1dfHhVFRUNK5E6PTGiScAoIqFDRp14/2hdzzG3np20s3Xp96YnnKrZuytiSNuLo/LtyPEBL53pkX/sTx/d12FlMYEgDMGpR+D/aIkKIEtPK6vrbVbVQ7bPJE/AFTYzM9LghZLgr9TlwKAymFTOWy5Fn0Cx+MFSbCMzr6HGVk0urmO0eTIzXUMQtBMXC4r5jh1LP9TxU0e0bRU0Qp+9JfH+qnpKN7C9ghCzB1YUKbmH7oZ6sCb92ioruNtvxg7MrzaT2g7XpnW6nGmpaWNHDlSJBKNHz8+LS0NAB6Ub4LBYFitVgAwme6vTLlz587kyZOXLFny/fffq1QNsmPExsYmJSVNnTrVaDS2enjdHere3tt4HIs7cCrRd7eka17m3VtloOgYbt3ruJRsFF0ByuK9kF5odByzGfJKNVfvKs/c0GbkWatVze/TAlAUXbJkCVm+detWampqKzo5cuSIM9jhwoUL22RgbnSuxfV6PVnw8vJq4S4nTpxoXImyGKRPhCsqhn348BvS/oULnrjV118tYGNMukPKtwwNr14yKeNcbMlziTl0BFnuGfKud+RAjvj92jwC4JZZW2A1/qApv2nW1jlsAJDEEZEdjuJ5AgAHpTHh/rt3CJN716zbrim7bFKbcYe3zbfiqqjJkZeke6oixjzkq1ks9mP/y5mtKFqgL23h2WgJ//OThwUqAKDyjOT6v8JKUx/oUpv/g9/1f4Wps/gshuP5kTk2B7rlXN+CWo8HtbfaaH9kB/x4JWpSfOng0NoQn7IjlWcB4NixY//9738fdZzXrl2bNGlSZGRkZGQknU53UwR4PF5aWhqpJU2ePHnLli1Hjhy5ePEiiqJVVVWXL18eMmTI999/f+zYMTabnZeX5/p7OHz48M6dO7ds2RISEkI2ftSx9QB64b29l9NqixertekVNUbM1rbjoegAuuZlTkV/pGie/pHBnT0Eig6lB1tcYTQVqeo8udxwadPvA72WHmx0N7Q386t+OqY8lmYoqeKI+AwmncZk2CyYxWB2OAjPITHes8b4zXuCIWlpWvvGzJkzZ9++fQUFBQCwZs2a4ODgvn37tnz3/Pz8Tz/9lCwnJCRMmTKl1SN5CAKJMKtGGevjibZpZsoW4uFR/war0TQdy8CNY8eOkefTDZTNwh3uk28vJ+QFRVQPi6xs3J5Fd8wemb3LzFhxDVYhYd50ViSL50dnmQmHhM6cKPD2obMMuL0MM1fbLfQ/z0y1zUoW7HD/WN9ryp708POms1L1tQAQZo84d63cu6/eO7rBS7KygHvvklfusmUPmtUpq9Sf/6NggeLex8rbLTkVLcSOEDc55tGeBgDQl7Jrr3poC7hBk5RIo3HY9LSCX3wIB+o/VgMADBo+N6kgr0Z8/G7QH9lEtK8mSKoXsGwshkNvYWiMrPxa0b1aUbSv5qWxWQI2BgAhXrrTt9IAoKioyDVcQgt5/fXXneWlS5c6y4sWLQKA6OjogIAAPp8PAPfu3XvmmWd4PJ5Wq/X39/f29vbz8wOA+Ph4q9U6depU126nTJnidu2IxeLCwkJnulkAkMvlVptdBXQfAddX2CBIu9VqNZlMYvGjZXs1m81ms1kikTzSXu1K77m3U5C02uImzEYQhMVm5zGbdsui6LJ0zcucUhkomic9rzgpqk9nj4Ki4+jBFteYrAQBdZYH5o3vtfRgozupu5ad88aX5oKKAD9xnL9AFDfAbUk/ZrWrlLqar3fnvrs5aMnM8HcWMUStyQ6Foujbb7+9bNkyHMcxDPv73/++du3agQMHtmTfnJycFStWkNO5XC73vffee1DcgcdEaTQDAGZ3sBmd8CQQHh5+4cIFAPjjjz9mzpz58MaZmZlr165tchPDy8OW32CJQTHHclKqXt73gRM7dBQfO6DweDWb93vREK5Y48B4NDoXoU0X+GxWl8SwBLlWwwuSoGqXiI93LFqMcCjs2EDOfXUyisU/oK0W0RilNnMlzZLICR6EDb2+A/wHawKGabhiu1lDr7juUXbF8wb36R2Hq6OisOAwT6mEy2HTHDhhNNpKK3Uld2usav3mmhvTTVUtOW8tp5hj8aARzriPHmFmi4Kpui2Q9te7taw6LxFHm+rucV0ro2SaSB9NhZqfWyO+kOentzKsNpqAbfPgYmFe2idiK0h9gcRbYCrVq+2446WXHisG5IMgJQYACAwMPHjwII7jMpnMNecll8vlcrkP2Ps+BQUFf/vb3/bv3+9UAf7zn/94+fqNnTdfY7a6qQylpaV37txpYdAQJwqFoqSkxBkCtivQG+7tFK5QFu+FdE2jUyoDRfN0wR8uRbvSgy1OEC1dotzb6MFGBwBMpc1aulZz/mZkhE/AmNgHvbYzWXRff4mvv8QSJctPvXB2x+9Ra14KWjqrFUfs37//3//+93Xr1gGAWq1++eWXX3zxxeeff57JZD5wkBj2yy+/bN68GcMwAKDRaJ988kloaGgrjt4SUATBm4po0DFMmjRp586dBEFcvnx579698+bNa7KZ3W7fu3fvxo0bMQyTyWQ1NTXQcE0+00uC2RuoDKlSTZSsjkF72JUe4qX7n6d9SUgoy0DwUTqZxlJCZ67yjqxz2GZ5+KIAMn79Uo7hPMlwnsSA25kIykRQABj8p9YwhCuhIwgLQa0EDgBiEI/GxhVevZeRXm1xYCwaw8chG2OLnGRVvKg/tlsVfCAn5ATCNhMoDoQUcQy3KlfXlcwwVjGg7e9LxRyrhGt1fkRohN9YdflJz8YqQ8Upz6CJSjeVAQAIO+JDtwTGVADazO+EhhJCNq3KpAjiyxpvdTgcBoPB6b3ihtVqNZvNQqGwJblC2Gz2X//612abPYTRo0cfPXp0wYIFACCXy0Wi+7KR2WzOzMwUCARuCSnc6qurq3196zPG1dTUyGSyqqqq0tLSqKgoiUTi4+Pj/KYP6rCD6dn3dorGUBbvhXRNo1NxGSiaJ7OwvLOHQNGhUBbvhfRgo+uziy8mPc8pLh0zNjYw2KslngFsNjMhLmDY4NCSD7dlvrAGb9U61aeffvqNN94g351wHN+6deuMGTM2bdp08+ZN15Xndrs9Kytry5YtM2fO/Oqrr0iJgc/nf/rpp8OGDWvFcVtIJ0oMABAWFjZ37lyy/Omnn/7jH/+4ceMG+d0BwGAwZGRkbNq0afbs2V988QWGYcnJyV9++SW5NSMjQ6vVmkym4uJiprcYaxinME9gEEncX6TdQABkHKyYa/ajs0mJwYmIxmjywYiP0pmNFhvwUBoLQQGA9ecmFrBibXFjLSmTbVPHWSb0tSWwgQ0AfezGd+uyrxenKor2K0v2m4p/Kys6uKfy4pPGivaQGABAR7ezGiawDExR1VwS280NvoWpmqUt4PgmN1i3YlEw01eHHZvd/4+Fccee7Hf320DchgCAtY5+4dUY+fUGi4lurwvJ+iaQTSN0NuOBAwc+//xz5yalUrlq1apRo0ZNmzZt5MiR//73v9VqtXPr3bt3Fy9enJycPGPGjHHjxq1bt85sNrfhGWiS8PDw/Px8snz06FFn9haT0fjxxx8jCJKXl7dr1y5ne4PB4Fb/66+/yuVy8tvt3bs3Ozv7p59+YjKZX331FSk3nDp1qskdO4sefG+naBLK4r2Qrml0ypeBonliQ6hcob0LyuK9kJ5qdOWZGzefWhUb5esf8MgrpfkCzoih4bcu3Uob98qQ41/TeOxH7WH+/Pl9+vRZvXq1QqEAAKVSuX37djJ5hEAg4HA4FotFp9O57RUXF7dmzZqAgPYNGd25vgwA8MYbbygUirNnzwLA6dOnT58+jaIol8u1Wq02231Zh8lkLly4cMmSJQiCeHl5KRQKlUqVkpJCEMTUqVNfGTGl2oK5dksjmpt5BwAAAoBGdEJACgBgd4hHlQ0h0IbZJYRhJq6vtfqCOHDC/UCnFac8ZcPq6Nz7eoRNR7/0RpS0vz5l922GwGGsZN36POTmf0IH/rOQJbKHzJDf/iJkzH+zGUI7AJSmSuXXhaO/zcnIDLQ6bFqtlnwDBwCdTvfCCy8MGTIkNTVVJBKVlZWtWbPm73//+/bt22k0WnZ29tKlSxcsWLBhwwYOh1NWVrZ27do33njjm2++aYlTw+MQGRmZl5cXFRVVWVmZkpJS/60xbOnSpYGBgUql8uuvv3Y2tlqtbvXTpk07cuTI888/n5qaOmXKlIqKColE0r9//7CwMKdM1uSOnUVPvbdTPAjK4r2Qrmn0buPLcPDUpXfWfXc7t7CzB9IbuVde29lDoOhQKIv3Qnqk0Q35ZTf/+t7AfoGtkBhIaHR04IBgvlpza8H70Kp38mHDhv32229Lly51Cwin1+vlcrmbxJCQkLB+/fqdO3e2t8QAne3LAAAMBuOzzz5buXKlVFqf+wDHcYPB4JQYmEzmpEmT9u3bt2zZMhRFEQR55513GAwG2ZIgCBqNxo8KMtaZXLuN0vPqlM1E7iQIqDEzw0yPLBt1I/h2ms1Oc6sMeEJVcdLTtabilCQwRe1ak/ejLy/A0u+NEobAAQA8f+vgDwuUtwXqLD4ABE5QSRP1mV8HAYCxgp29JaD/ymKmyGaxI0Imz7WfHTt2SKXSd999l1yVEBQU9MUXX5SVld24cQMA1q1bN3369OXLl3M4HHLrunXrcnJySEeAdmXy5Mmpqam5ubnR0dEu1cTevXs3bdp04sQJV5mDINzrQ0NDi4uLAaCwsDA8PHz06NEymWzt2rVbt24lf5wP2rGz6PR7+/r1653aU5Ncvny5hVFgKVpCp1ucouPpmkbvNr4MEpFAoalb//1vgxOiF0wfL+Tzmt+Hoo0Iknk234iiB0FZvBcSJPMsKyuj0+lkzHZXrFZrbm5ufHw8iqIlJSVcLtc17lqXxabRp099IzrcSyJtfbYIkrj4gLRrefnvb4n8cFkrdudyuUuXLn3++eczMjKuXbtWVFRUXV1tNBoJghAKhSKRyMfHZ8CAAUOGDHmkE/v666+7BudvCevXr3eWr5ZWucoM3t7e6enp7Xe4JkEQZO7cuXPmzElPT8/KyqqqqjKZTEwm08fHJzo6OikpSSAQuLZPTk4+cuRIbm6uTqcLDAyMiYlBADCL1W7H6fT6F7mpSvHKWtE4O81tvYArBQpRgIUVYGU90td5JHJ4ZgzF++l5AJBm0tww13EQFCOI2R6+PvSmj3vZpI5hCcS0h0V3L8KMNoKIYjUflNTbxjBa3YOABIxT5273N9UwuTIMADR3+Q4r6jXQReoioOqspP9bJa57MfgOn8Fa+XUPSZwBABJeKzu/PKb8uLTksFfYXLk0UQ8AWjPuxW6QuOf48eOvvvqqa+xSPp+/detWgUCgUqlu37797rvvurbncrkTJ048e/bshAkTmv12j4NEIqmrqzt69OjixYudGVVPH019evbs0NBQi8Xyr3/9y9n4wIEDsxvV9+vX75dffiGjLVy6dGnQoEFTp07Nz8/ft2/f6NGjH7Jjp9CRf9DztKUmu6W/Z5SzpqamxtfX98SJE88884zRaEQQxGKxMJlMLpeLoqheryd/D2azWaFQBAYGkqqTXC5XKBQxMTGdK9B0U6hHuF5I1zR6t1EZkpMSwgL9dh44fi0z9+69knmTx4xKSuiM9Fu9kRq1NsyvG7xUULQVlMV7ITVq7bVLl/7444/vvvvObdOJEyd++umnPXv2AMCmTZvi4+OfffbZZjuUy+UWiyUoKKhdhtsC8t7dJGWjgUFej98ViqJJ/UPOb94v+8t4YUJ46zphMBhDhgwZMmTI44+nh4Gi6ODBgwcPHtySxhKJZPjw4a41vABvo8HsIaqfewi0sGbKPc/dDp4wsKjJHjA77eyN0M3ZrbRjS1gdUbIxrJyG4DMrZd9mRqntWArfO5LFwwh8q7r0Fc8+ACC3WxV2LIYtMOMOBMCCO1R2zMx0KKzWQAaHg9Jc26AAOodNbsdMhMNG4ACgtmMqBxbG5JGJSAsxIxNBAxkc5xgijZwaK50AcH1QYkls0v76yj88IxZUA0DFKU//cWrX4I7WOgampZef8qy62EAy0BVzcEd9TzSOY8C7RRdfjxbHGCLmVwGA3sLkMJgi5n1JiHTViYiIcDsz4eHhAJCRkYGiaEhIiNvW4ODg1NTU1pzxR2TEiBFnz54VCAROlSG2X+KPP/4YHh6u0+mMRmNZWX2OkkGDBrnVBwUFTZw4cc6cOb/++isAhIaGfvnllwkJCffu3Xvqqaech2hyxw74ao3psD/on2Tu+Dx7G9w4ZzIAACAASURBVB0lJvuN2z7yQ7LyxIkTc+fOJUO9Hjt2rLKycs6cOadOnZo8ebJAIPjtt9/IfKW//vrrmDFjNm/e/OKLL5aWlubk5MTExGzdunXZstYIu70c6hGuF9I1jd5tVAYA8PeRvrtswblrt349dm7H/mOXb95dNGeiTNqFkhL3VCQCynOkd0FZvBciEfAmTJhAura6zaifPHly4sSJZHnp0qXOrHIP5+zZswUFBW7TlR2G8V551d5TY0a3WWh3JoseEe6d88b6Iac2tlWfnQyCtG4NSFeDHx1iVNQ6VQYA2JAVmSTSnWPZk/uWuc1GmKz0g5dip5b5zlC048PDlyGVLzxxm82wf3kk6cu7EQBQgBksuKMAM8SyBACQadblWPUxLMFWVYmUzqq0med4+ALAr3VVY/jSzaqSFyXBpZjJ2Way0Od3bc1wnmS/rnqmUJZh1uZZ9VEswX/VJS979jmsq+GhNCPuKMJMo3n1M1piO13soKn0HKmgQUjFwBRV7k6/iAXVuA2puiAe9mme61bCjgCApK+B6dEgc4fXAD3b837QAbOcidIJrI6B21AaC69Q8/t7NlBt7HY7ADwoowpBEOQSGLd6Go2G4+0YtCI+Pj4+Ph4AJkyYQHpM+Pn5LV6+vFBZF9U3bvLwIRiGCYVCDMPodDqKopGRkQAQHR3tWk+OMzk5mcwl4efnt2bNGpVKNW/ePBqNBgDkXomJiY137BQ67A/6uru7FoxI53NsXx4l1g9ZKWTwcBzPy8vLyspCEOTmzZsAMGfOnCaXg02dOjU8PFwsFp8/f378+PE2my0/P5/MKUPxqFCPcL2Qrmn07qQyAACCwJghiQP6Rvz8++mrt3P++dWOGWOHTxk9hEajXKraEbMVE3fJny9FO0FZvBditmJ+Us8BAwacOnVq/vz5znqdTnf9+vWVK1eSH8mpSDccDkeT7wyNIQiCfMFociuO4w/xj2281W63P+jZPfftjWGhPkxWW/6NCwr2KjqfqzxzQzp2YBt222l0uMSgVCpfffVV1/ntFStWOIMytJqfkaolhgZJQIR22uVLA560MndUeiZGVwRJDBymXWtmFlSLb97zfbksYE1uyGMe9OEEW5l3yqUcpk3koLFxFAAwHMcAZ6G0Ysw4FqThbJ4N8HzMUGO3SumsOR6+AQzOTbN2qsAnnMUTo/TzRuV4gZezzR96xWLPYCaC6nE7AKQZ1culfQAgz6rXOuxSGvO2RTuaJ41suJJivFJUKBe5qQyy4XWZXwVp7vItagbHCxOGNtjKFNkQOiEMNZGLI5y4Bqw01zJvrw8evLqgaL/33c2BCa+Xliq9n/If59rew8ODzWZXVFQEBwe71qenp9NoNF9fX7vdXlNT47Y+q6yszN/f/5FPdxvBZrPZbDYAMBkM+fGrNXtPaa5kYao6QIDtLZGMT/KdlyIZHl9YWLht27bFixc7d6TRaE2udbrf4YPz13YAHfYHvY9AllXpJWBb+Aw2j84BgLS0tJEjR4pEovHjx586dcrHx4cUqVEUJcOvOAPTWK1WAHA4HHQ6/cCBA3379p01a9bDozlQPIhWW5yGos7/KboXXfO5vZupDCRCPu+lv04fOTD+h0Mn9p+8kHY7u0+Ab+NmAh5n7sTRlADx+LTk5YGiJ9GDLU6+piI9YQa3jSGNPnHixEOHDrmqDGfOnImOjna+DHz77bdRUVFjx44lP6alpW3YsEGhUDgcjkGDBr311luenp4AsGHDhqNHj1qt1qysrPfee2/Pnj2zZs06fvz42bNnzWZzRETEqlWrQkNDnUfZv3//7t27DQaD3W5PSEh4++23nU/ty5cvf+WVV7799tuCggKLxTJjxowVK1Z89913Bw8etFgsXl5eH330kZv2Ya1WKc/cSEyJb+NThCJhwZ6l63/pISoDggBBdOTFjuN4RETEhx9+2Lbd2vgsld7oVim1Mc5d6X9Eqt5R7XVUqK9DcZmd/oTcc1OpX7SR27YDaMy+9Pg3LSwziqfejSDvNrFsYSSLBwAblEUAcEBb3ZclmCX0ldusAMD/M5umlcABwAFARxDXNggCDoIABGwEAQAogpBLITCCYKBIAJMzkCu6btLs11bNE91/S3+6Qra80GdIWLXr2FAm7pusKT/padXQA55QQUNQBuEZb6j4Q9JAZSDg7OK+fWbLQ6YrCDuSsTY0eIrSs59eEGI+uzRWOkCSa/KcPWhsg35QNCkp6ffffx8xYoSzEsfxjz76aNmyZf379w8NDT106NDLL7/s3Gq1Wo8fP/7aa6+1+rS3DhQQAED/vA7qrmXfWfoxaHQB3sKQPmJWtDcAmM1W5YX023tPcWND+3779po1a7pRvIAOu8b3jF73f9c/1esNqSlv0hAUAK5du7ZixQpyAGfPnnVm8E1MTNy9e7e/v395eX36vdOnT5eWlt65c+fVV189c+ZMcXFxUVFRSUmJUql8fCGyR0EQdp2R7vEwj8JWWzzU08Ng5Yo47RiwhqKd6JrP7d1SZSCJiwiZnDxk18HjVXJVldz9LyUAoCj6xPCBnqLHjftFwaC7x6mm6Nn0YIsHiYR2HJd1PcW30yGNPm7cuE8//bS6utrXt166PXHihHO5BADU1NTIZDKyfPPmzdWrV69evTopKclut+/YsePVV1/94Ycf6HT6smXLJBJJUVHR//3f/7HZ7LKysg8++OBvf/vbO++8AwA///zzihUrDhw4QHoi/P777/v27duwYYNMJsNxfOvWrR988MHmzZvJoxQUFHzyyScrV66MjY3V6XRLly595ZVXIiMjDx48yGQy9+7du27dOmdjkuoDZ2X+kvaQmP0CJNknbzjMVlr3fw7z4bA5bCarC1zsmZmZe/bsYbPZQUFBixYtKi8vLygoIJWsmzdv0un0+Pj406dPX7lyhdQp/vrXv+bk5OzYsYPP50dHRzOlIp28yGHHL1k0x/S1DAQdyBXNEMpq7FZroTUyi/YPYfRgrrgjv1G4iX3wWoJrzWFdtZTOxAgihMkFAA+UUYyZijBjic1Mc3k6PG1QlNpMdyy6Vz1DzxiUzjbP8gM2qUqi2fzbZu1Egfd4vnSrulRGZ9ERhIvQSjHTRaOKjaAeDSNHPqEWm4zsGq27qhLwhOraP8MJB5LwelnjwUc+U5W2MlLYxxIyXQ4IOKxoztYABAUy/2XuDn/cAVHPVgEA08Oe+GZp+trQvi8FhvDdJ3sWL168ePHi77///rnnnkMQBMOwdevWMZnMcePGAcBrr722cuXK0NBQ8vZiMpk+/PBDHx+fyZMnt/astxIxlx0oEog4bACo/Pl49oov+kb7+sU0iCjBYjNEYn5YuKykWH5lxJIBe9d6ju7fweNsNR32B72PwG//uAYBX13jxS5dutRZDg8PDwoKcjgcs2bNAoDp06cDgE6nmzJlCgBMmzZNr9fzeLwZM2aQi1AoAECTlnXv/f8qL91BGXQAkE0fGfnhMm5IE5OsrbY4k0aTcKkT3i3pms/t3VVlqFGqdx08mVNYyudynpoyNjKkCRc7Nosl5Lf7lEVvQG+ySD0Ezbej6Cn0YIuz6LQY764YibfTIY0uFAqHDh168uTJ5557DgDq6upIKaHJXb766qs333wzKSkJAOh0+pIlS9LT08+cOZOSksJkMhkMBo1G43Lrb8IpKSnO0PHz58/fsWNHWVkZ6c5w7dq1l156iRQvUBRdsGDBjh07XA80Z84cMpy7UChMSUn5/fffN23aRCr3s2fP/uKLL4iGc/Kq42kyUbvc/OkMutDLQ3P5jnR8Unv035EQdruPoEPfvQGgtLR07969ZFkmkyUnJ2s0mu+///6TTz6h0+nbtm07f/68VCqtqKgg2ygUCiaTqVarz5079+9//xsAPvroo7Kyso0bN3722WdcLvf3338vKSsVxva5qVCcRjUf+cYiAFvVpZeNah8G6+e6ik3+Cd4PyOnQ5mAofshLfV6qMTLskTr+kzXSCBMHAKYIfaaAj2vLaUIfvcPOQ2kzhL60P3+704UyANDh9ikCn8Zt+rIERtwxVVDfTxiLb8EdXJQGAKN4nhYCBwA20kBZoxHwdkHwTm9tNGhd6z3jDEwPuyDQyhI3WGlCIokzDHi3KGtjUMEeGUtiM1ayRJGmIWsKaCxcft2j5Ig0eVMOQq/3B/NK0hkiGbFHCfwp9wVNcXFx69at+/jjj3fv3u3l5VVeXh4bG/PPl56pOL3HZtT5C8Rvv7L466+//uabb0QiUUlJyYABAzZu3OiaDLJdMSurcvZ8qCm4xeQLA5Lnc1OeVZy4mrPii2FDwvgCTpO7ICjSJ8xHKORk/OWdoWc3C2L7dMxQH5Ou+Qe98SoSofD+pCCZXKYbOYy0N2VbDua/9210hGzg1P40GopZ7WXZ+ZeGvDBw/yeSEQlujbumxSnala5p9O6nMtjtjiPn0n4/m2a3O4Ymxs6fNk7Ao6SE9sWL8gfpZVAW74U4jT5x4sQff/yRVBlOnz6dmJhILoJwQy6XFxQUjBw50uG4ny8wKSnp5s2bKSkpjdsPHNhglYFUKjWZTGTZqWJYLJbKysrz58+ToeOc9O9/f9qQw+HEx8c7NQUGg4GiqMlk4vHu+6fobhdEx7vn42wrRDymLrOgB6gMbpf5xYsXR44c2bquSLfnwMDAZlt6eHjExMSQZfJF4sKFC9OnTye9WhYtWoRhWHFxsdteYrF41apV+fn5JSUlBQUFJ06cGDduHClgTZ06df/+/dLJw347/OtfgoLJn8VcD79vVMVPi/yHcyUdJjFc99A/OfAuX2QIDJYzaHh+He+TcumzFbIvssPpRBO+rAIaHQAav0UJUXqTbRAEIT+SoACkxEDipi84WVrh+3ltGXta5chFVfdrERj/fZZby8mHbjrLsuF1PkPr9CUcu5HOlmJcXytZ7z1IO/ngLde9Mkp8xLMj9035gfxI5gtwMmLEiP/973/FxcV1Go0197z+wg91f1yEgDoGx6yv5vMKhW9EefDHvMwMjAkMDGyhY3xaWpq/v3+TPzatVouiqGv206tXr/bp06dx0ASLRn7hn9NDkyuixmisenpOapmu+K78/TtJ/YMfJDE48fQSxkTIMv7ybnLmT0h3WJNL/UHv7tSl5+St2jxieASXW383Y7Lo4ZG+IhHvxpNvj8n9lSG6v4CiqqrKqNWDb31ypfPnzycnJ7t12PI7dnp6OjmR4CQ3NxfDsIQEd2nDjcrKShRFnU6RrsM7evSo8+PChQs7MTBqT6JrXubdzLQ5haW7Dp6sUaqlYo/nZk2Ij+weQnJ3p0Khjg5qwimLoqdCWbwX4jR6cnLymjVrKioqAgICTp48OWnSpCbbKxQKu93+zDPPuNW7ZRl0QkZBc4IgCPFn9EGVSrVt27a0tDQcx2UyWePHFzKDupPGSS5c49ITOG6Wq7nc9vrrwGUx9Lkl7dR5R+J2mZ85c6bVKoPTY6VZRCIRGeTfidFodK7BodFobra22WxMJrO8vPzrr79OTk728/MbOHCgyWRyPh8jCMLlcj3HJul//Znz51s3G0EtuAMA3FYQtB93+KaJg25PGpofKatzVo7qW3bocsxiumPn7eiOGUZjuA50052olzjYopRbTLqj+R3+BEHBLTBkY+qMrIt5YRen/PshbVAUDfaXyfeuQrBbw5cXC3yciSpUAKDI42Ye+Nh30F+liataODC1Wi2R3M8PIpfLFQpFTEwMiqLXr19HEGTQoEHkrLhOp4uPj2exWG7NACD/wBfBQyvDx8oBgCe1DVmcf2rN/7wDosSeLZoMDAjyLK8prPzpWMBzU1o47E6E+oPe3SlYvS0yzNspMTiRegu9a/hl/z0Q9vb93NIVFRXZhSVxMVHkx9OnTzdWGcg7dllZ2d27dx++RunKlStuKsOpU6dMJlOzKkNpaSmLxWqsMlRUVPj4+JDLpgCAkhjaiq55mXcb6xqM5t1HTl++eRdFkQkjk+akjGIxO+jpgSLMrw0SzlN0IyiL90KcRudwOKNGjTp58uTMmTMzMzM/+eSTJttLJBIyLMJjHtfhcLz00ktPPPHEzz//TCoRdrt9+/btre/QaEEZNARtr0hIDCbNrtE9vI3bdE1KSgqdTncNp3/69Ons7Gwulzt37lxXP2Hn7gDgFn7/ITSebmoJTV7mOI7/9NNPZPj3RYsWXbt2ra6urrq62sPDg8PhVFdXh4SEjBs3zq1ZXV0dAHh6eu7fv1+tVuM4/vzzzzMYDLdmTQ4jNjb2/PnzgwcPBoDLly9XVVUNHjyY7BAAbt++PXz48PPnzz/11FODBg0CgH379o0bNy49PZ1cz19aWlpVVSUe0tdb67isVYZ6BQHAFZOmH9vjUU/I47A4MXtU/2JXiQEAWAzH7JHZ242sc2W+ozXtOx4Mxa8JDXcExmyhoYxv1tLsdhrOsqNCOyNCx4tQeRy5HjFrWG4bXhV2HD2U3u9f/Zf3FYc+pBlB4BkbXubw0votLG3sb+EVZUpekZu25ed7h8URM1951DFkZmbm5OTExMRs3bp12bJlOp3O4XDs3r17yZIlALBnz56AgIDExESlUunaDAC0RRlxM+6vIqGzcIm/0UP5CAubQwM9i7871C1UBuoPendHdel2wgOyMvt6CYuPXXFVGQDAW+Qult26dausrKyuro4giAULFpA32KtXr969e3fgwIHe3t779u3TarVsNvvpp59GUXT//v0qlUooFBINUxHJ5XKJRCIWi8l5CADIysrKz8+32+1z5851u9vn5uZmZmYaDIa//OX/2Tvv+Kiq7IGf96b3nknvySSkAoFQEqr0gDRRbIs0y7JrV1bX1VWx/QTburgiCgoWROldKdISICEQ0kmbSZkk03t/vz8eDpPJpBIgZb4fPnwm9517Xzn3vXffufecc5/blAwAZDLZ0zCdm5vr8y1zCxdsKNI/b/MBY2XATQzhQQGPLZwZGRrYdQU/fUdpXVNqTNcLq/wMGvwaH4J4Kn3mzJlffPEFk8nMzMxs/w2MIxaLURQtKSnBIybgbN26NSQk5J577un+fqVSqUKhwIf+OG6f/N6BOV23NdgygiCY3dG5jNd0zbVr18DDanDu3Dm1Wr1mzRqVSvX555/jETG9qkNPrAztp5u6g8/bvKysLDU1NS0t7eDBg5WVlVKpVCQSPfbYY2+99db8+fNnzZq1YcOGKVOmeIlptVoAaGxs5PF4CxcuLCkpOX/+/IQJE7zEeDzelStXXnvtNffuHnvssbS0tOPHj7/77rt8Ph+PEkomk1taWjZu3GgymdRqNQBkZWV9/PHHxcXFKpWKwWCUlZUFBAT8+9//DgoK0mq1UVFRKIU0edKUX0vPbEDsREA0TvsrAfF1dlNPr0nvuE63VDHNM8Nb228iEVwjEmT/k4tuk5XBQHDtClB8E9VwgWEMpDpEAh2HZ2BTbWEkJ4JgLhdicRALjGSjknNdxTh0JXJ2Wm2f7NflQvZcSh0rmPz3YUs7l2w4t9+qzs/4q7QDlw4g0ZyjllWeXP9F8JgchjjCt1AHxMbG2u32iooKuVwOABEREWQy2el0XrhwAcOwsWPH4ivDvcQAgMoXm9UkXrjF3ZRJSY6l9mDJsTCAffnwlc4DwTptFlV5vkXTyo1KYoXGdSR2u/G/0Ac2GOYwWUlk399rZArR3qL3KmxUaLxLGhsdDsejjz56/vz5vLw8PPrJuHHjWCxWQEDAiRMngoODFy9eXFRUdOTIEbFYjCDIqlWrGhsbvaIyHTx4MCcnB0XRnTt34uE8m5ublUrlqlWrSkpKPJ/2AFBfX//yyy+bzeb169f/85//dDdy+PDh8vJyAIiJiZk9e3ZHb5lbvW5DjP55mw8YK8P0rIzEmPBxw5P8wWDuPCnRoXf7EPzcUfwaH4J4Kn3s2LFvvPHG9u3bn3rqqY7kURRdsmTJe++998knn/B4PAC4cOHC9u3bv/vuhoc2gUDApzU6JyAgwGq11tXVRUREAIBCoVi3bh0AuFzeweS6CZFJc1i73m+vcdgdxHYzRe3xmq7xRKPRiMViAODz+ffffz+0W0GAi+3btw8PvV5YWCgQCEJCQjxl2k83uVyuH3/80WQy0Wg0PAsDPsW0ZMkSn4eBa9xms3mGYYuMjNy9e3d+fn51dTVu5sCtSFwuF4+ngAu3FwOAy5cvP/HEE+4q7cUkEsnevXvbH8mzzz5rsViMRqM7Ashbb72lUCjodLr7Gn7wwQcajQZ3sDeZTHQ63Wq16vV6tzN/yPKce/6SPzI20uFysQkkAIghM2L4dyKbTBHTGMYyd2TaChUYz7C7WPzSBVwWRIcBlw08NrhcoNKCWtcsrfwgqPKr0KYInikhpvFvAVoKqROHiKZ77IQtZxL3X4mak1pzi1Y4uxPdfTE1gjx2a/bbCHTR1vW9HyXn1KKEzrIHUzmO6AmtVfv/m7rC98qpjti1a1dSUtL8+fNbWlrchenp6f/73/8IBMLKlStxK0N7sfDJy4u3XuZFlNO4DgCoPcuzKilc4HZ/1wQCSmHSLI2tjBjfr0u9rPLiR49RWRoa11r2EzUgbWbqyveRP20tntEl8OARFAoFd/oYM2ZM912QcDoKP4Hjf6EPbBCEJuQaDWafEUMMBgs9so09mkAgBPFv2svcixGSkpIAQCAQ1NbWcrltujr+iqmqqnK6XBiKtra24m4UwcHBMTExnk398ccfer0eAC5durRy5Ur8HY3buNu/FLKzswGARqN5RfqcOXOmOxQ0js+3jJ8e0T9v8763MhiMZibjxp3gdLouFpU1tioZNGpyXFSIuPc5byOCxRHB4q7l/NwGCirqRkoi7/ZR+LlzDG6NG212OonYP3ML30U8lU4ikSZPnnzkyBF8lNARTzzxBL4YMiEhQafT6fX69957D/9+BoDExMRPPvlEqVQ+9thjnTTCYDDWrl27atWq+Ph4k8lktVpfeOGFd999d+XKlZ9++mn7EAxdghAJFC7LYrZSb0+ySZPFTovtesbAc7rGK6zd9OnTv/zyyz/++CMqKmrOnDnQbgUBLma326uqqmJiYo4fP/7MM894yRiNRq/ppt27dycnJ6emppaUlOzevZvL5eJTTB0dYUGlNC027MMPP3zllVfchVu3bl20aFFAQMDBgwfxEvedgv/Ax6ztxQBAIBDI5fLw8HC9Xn/16tXx48f7FPMJlUr1itzhddHIZLL7Iwr/BqNQKLjL/Q35SSPsGDh0VjbnTgeERgHBB/LN57nisTdmEXXVNBLDSRPbAIMuP8V9Q6PAPeNgVAoECaFSCiotaHRAIkJijEXENtOmztWWjgrfU4FtcUEXi2sAgEpyPpZduuNC3LZcycKR1QxyLy1xCgN1z8W0KeJ7No//NxHtwsXArGi06RSC2K4XlYSkq85t/B1WdOsY9u7di3cPPFZodXV1bW2tQqFgMBinT59OSkpisVieHyocDsdTTCgUiodPNsqfO7X+Y3YIZtWjLhuLVyZEJT0zaxLJRIfO96lhTuelz1bFTb4WNkoLAE4bmrfZXnskMWrmclzAM7oEHjzixIkTCIIolUqj0SiTyWJiYohEosFgoNPpKIrq9XoWi+UZXcJgMKAoikt2FH4CZ3C/0IcCQfdPrTt6PinJRza9uiZt1LN/8SwJDQ3dc+go/mbR6/Vui1UnYx4+nz9jxgyxWHy5VlZRVQ1apVwuF4lETqezubnZLXbhwoWHHnpo6tSpAHD8+PHc3Fw8DBMeW6H9076pqQn/4RXOuT0+3zJ+ekT/vM372MpgMJrf2/TD288sBwC7w7Fu43YmgyaJDFNrDR989dOSWZPGj0jq2z36uQP0w47r57YyiDUu0+gbtHo6mZga5HvaZ8jipfTXXnvNc2W7mzfeeMP9G0XRl1566cknn5TJZBwOJygoyHNoO2zYsJ9//lmr1UZHR2/ZssWrne+//979e968eVOnTpXJZAwGA5/c2759u16vx00MR48e9az44IMPejV17tw5rxJWQoRWY75NVgadxRGe3JkjOo7ndM2FCxc8NxGJRHyRSEVFxb/+9a+PPvrI59KAGTNmfPvtt0uXLuVyuSiKeslcu3bNa7qpqqpq4cKFADBs2LDDhw9zudzO3ShILHphQ0u8RPLZZ585nU48MoJEItm1axeXy62rq2toaOBwfK/z9xJLS0sDgLlz537yySfDhg2rqKjATUteYunp6V1et96DIMGPzGo49MedtzKk6ulSHQ3DEG0VnR1lpgVaAaBuv2jY6noAkCrZIzU9jP5NIMA9Y2H+PXC1HHYcgtIqcLo8t1MBWhwGenTYwhVPW8L+ccjxYqnt1y5bpRCdD48tP1ke8sXx5CmJ9enhrT2ytTpcaN71sIvVYR+Oen5l/PzuVDHK61iB0J29MIR2m8nstFkIZGrnkrNnz549+2Y0BL1ez2Aw5s2bRyAQhEJhaGgoiqLupwQuGRwc7CmGb4qetTxs4mJtTYmdyqq61GA7tLE7Z+SJ1WSlBPJ9btLVVyCYCjcxAACB7EqYJS0+sMNtZfDk5MmT6enpeFAJADh8+HBaWtrmzZsff/zxgwcPzpo1i8Vi/fLLLyNGjPCMLnHw4EGr1YpLhoWF+Qw/gTOIX+hDhJi1y07/9DtXpggJu2l7xTCstLQRDQkIWjjJU1gsFkeHBn311VdCofDKlSudWPmZTObly5czMzPnzp27cePGxMTE8wWFUxYsSklN3vSfT8vKylpaWjxdJo8fP/7CCy/gv7Ozsz/88EPPYM9eT/ukpKSioiKbzdba2uqVYerYsWPXr1/Hfz/ySJuIEm4MBsOvv/6K57ry0x36523ex1YGp8vl/DPW96kLV0PEwlVL5uB/Ts5Mf/fL78ekJRJ6lfinqKLmbMG1Htm3WAz6A7MnE4k9COfjxyeXymsyJP50HkOIQaxxk80GALa2Q3Y/cAtKoi8JpwAAIABJREFUZ7FYnqEZPBGLxe6lDZ3DYDASEm7G4SeRSJ5h5HuKYHqm8sdD4qAerH/uJpgLU8vV6Vlpt9LIV199NW/evICAgPj4+ODgYLPZ7HPOn8FgWK3W/fv349YELxkul+s13cRms7VaLYfD0Wg0uIGm8/DdJpsdAHLm3WvS6wgEAm5QmDJlSmZmJpFIpFAoVqvVvVjgb3/7m+ePjsRee+01jUazYMEC3N7kJXYrF607hP5ldu6m3QnxQbcv9qdPoszUZD0jv0acMFHV+AcvZoncZUcwDAhUl9VBKN8RkllJ3G6rX8oNvWrWSu1mjdOOATzEDSUiyE5to9bpoKLoUm5osUVXZNYBhSxNCPt7UkzFS2+LVYYgErXJbml12FJpbE9hsDugvIb4+jd7KBbLyCwyKcixaJMLdWdwAKKGaCtjFyu4FU6amkiwowiTag8M0CcEqRODVYeuRpyrChwf25QUoiIRungemqzEq7KAi9WRWQEjrt77ajizu7GxnHYrSuzuw5ZARJw2a5dWBi/wvJVu+2ZHq5+8xHBIdLYwaUyr0YTGIjqlHnNh3e85FovNhWGUAN+PKbtBS2a2Ga+SGU670dt/3hM8qERpaWlOTg6PxysoKPASaB9dwkuyvQDOIH6hDxHIQs7oI59cmvtCY4s+OIBFoZCNBrO0WU+KDB75y3tIO9fC5LETE0JEOp1u3rx5eJ93G+bi4+Pj4+Pdks8//zyNRkNR9NVXX9VoNHFjsox2B41O//e//63RaNhstuct4xlCiEQi4X/iSxvA10th3LhxBoOBTCZ7LiwaPXo0btF24/bp83rL+E0MPaJ/3ua3MS5DXaN8dOrNUaNYyBNw2a0qTaCoN2PHK2VVeVdKe1SFSCTMmZjJ43QrL5GfTuiHHdfPbcWv8SHIYFK6eP7EvA0/JCaG9LlbTHOzhp0URRZ0HcnPc7pGIpHgHzk4c+bM+fjjjzMzM9VqNYPBoNPpPpcGAEBWVtaPP/6Ipwv1knnooYfef/99z+mmxYsXb9y4MTY2tqqqatWqVZcvX+78CFEEcWEYAHgZdBiMG7EMPP0RcKxO27qrX+2R/oaiyOLwWS+lLGsv5uXx20lrfQ5TEsFMim6oV4WGC273vrz4qjBxLN1MGelw1VMBoPUSR5ypM9pIB74eNs7Gf4MeV4TqjuibMQwcGPYoL+y8UZVnUtswVzCJupjDL7LojuibZ7HEKZHRV+aNN+4/RP/o20atnE5hBgHoXU6506o0KDyFBUQKAJRZ9KkWLC2/ZV/mMEHD9j/CVzq0BsFPgdwD4h3xxN/GuSSBmmHhTVyGlYS69FaSrIW9PzeWSbbPHlVjshFzqwKPFIdHCvTRIl0Qx8hjWOlkO4KAy4UYbSSlgSrXsGSKYKmKPCd83O8zVqbz47u6Em2g8gLMmm7N9DisqNOOkRl3J+U7KuSSIwIVLTpRYHeDdMob1AHTRiMdTJtxIofpGhCzmkTj3fBMabjM50tG+xT2wtM4iKIoHopFp9O1jy7hZUb0GaUCBtezfcjCGhY1seTH+u+PNO87bVNqaAlx8f+6Rzx7nM+VQrjGu+Nv6H4+AwCXy22wKDz/7OlBtn/a98Ln0U/v6J+3+W2N/oh4mY0xDHrnnAgAD82dOm/K2PZLGT7astNstb3yuPcaWgCgkElUij+CSB9wtUrWDyOX+rl9+DU+BBlMSmclRtIig5oaVMGhvV8Q4ZPaenXY66u7FGs/XeNJUFDQ22+/LZfLmUwmbiDoaGlARkaG2+uhvYzXdJNAIFi7dq1Go1m8eDF4TDG5MdjNTNLN+GGuHvq+YoDl/L6mFcvLTK7CMOSnyuoLiit7pn7Wo0b6itzc3Pz8fDqdbrFYsrOzk5OT8fK4N1YVPfhaSBjfpxNynkkdRaYHECmdlHRr7yZ1vlnDRIlWlzOTwU+jsuNNtJO5wxc7iESzWXXa5TpNt012lh+Ov+cKfZqO8x3IMAASgnBQUhKVBQACIqXWbio26wREcpXViG8FBk2+bN6B9R/9w+7jW7fQrPUUxq0MkWT6bm1TvllTvePqQsqSRxl7L094FcJZLz6spcconkivYVBuxl8QssxRQl12YkNhnXD7ycScyPqlYypMNmJVC6esiX+yNIRgJxoBMAACANMJkuDoEYKUJ5LH3xM82rPndB92mMSiQ81aIo3ThWN2SxlDkJDcLeeK2wPzr4vK3/6mm1YGp9NVVavI+MKHTxkOicGWLHru3BfrJdOlNJ69uZjfUBiUve4VTxl3dAmHw5Geno4HlfA0RwJAenr6Dz/8EBISIpPJoqOjPaNLtN9p+/ATePlgerYPZVAKKfyxnPDHcrqU9Gt8CNI/ld7HVgYEQYwmy/nCkohgsSQq9Gp5VUr8DeNKQ7NCZzAG8Hm9bpnN9BEsmkBAURThsO5EHOkhS2JEdxOq+Rkc+DU+BBlkSk9Y//SVJa8EBnP7MC1Ri1xjQYkhS6d3LdoVKIp6Jarszpx/exkul2u2u2gep9h+AspgN794af33VUdsLoeAyvxX2pOrJAsQQNxrGbrJyaaCSsO1v0woQhAMAOZnXPn6JCOvtThTdBfCLalUqmnTpuFLf9evXx8ZGclkMlUqlSqERQoTyxvVzEA2iiAyu1lCYUrtZhZK5BNIKVS2HcNMLqfMbo4hM4gIkkJlU1AUAHROe73dIqEyCYC0OKytDlsilYUCGFwOFBC3/I29O2zTmAHxFAYAvN9amUZlA0CKgV5yKvNnRsuuHxtN4Jx1KnheK/93XctMVoCYSDG4HFKbudZm8owEySeSZ7i32i3mJ+7/4rP/vGxl4okISAhqx1wA0Gg3ewvbzAbMCQBb1dJFnOAAIuWgvhk9cDZwZObY/6wd3/peaIp0fILvjLAIgg2PbA3mGX84kSiopohyZOlCdUqoUq6l/3Qy+dTF1PFa9tmzlbGfvRg4p7Pgr90BIRDCsuZfP65OWSDtRAzD4PrxsLhFPmIW3DGYc7M1X++vrJTHxXXtD1JUXC+cMZYzQtKJTNSMZcygWOmJbyxqOTdm9MR3/0Zm3zR6ekWXAIDg4ODQ0FD33C+eayY2NjY8PNzpdM6fPx/aBqFwrzN3Z6XxGX4CBt2z3U+X+DU+BOmfSu9jKwObSX90/vRqWeOZS0WNLUqtwThxVFpooKi2Xv7ptl2PzLsHvbPekn76hOsNzf2z+/q5Tfg1PgQZZEoXTEhnpsfV1bRGxfRNciLMhZVdb0784h9IP4j1kyvVf1+oPFypadJaMQxQBCL41JwE3iPDhcPEbWIfujDXjGOrbeT8x6dW0smOZi39nSu6ZrPytfRVPV3LUKS+HsJXIjfSKQCKYqECzVVV5V2xMngyceLEwsJCOp1eXl4ukUhys4KcO65cp+n5BLKYSPmHqmQBJ+gXo+qvwqiTBkWFzSAgkNOonM2quscFkScNinQax+RynjEp06mcDa1VM5gBpVZ9IoW1SVn7uCDyoL7F6nK65d071bvsGqe90W5hoSR3IQGDBwwBpxrlz/MjR9dzAWAuS7xRVZtIYZVZDcv54bW2NikJ2mydMfvjnT8w65p2EsgAMIcdmE5jb1TWllnZV83a8UyBV1MGuxkAJBTmLm0Tl0Cqs5sb7Jb0z7a9+KCTzWzuyMTgRsw2PcOSRZ3k8k/FIWSXi4gpR+tsIysWudATv8Q7qRRxzvg+0U7c/KdPrt0vTlQGJBg7kqk4GkhkJgSNmm6xWKqrqwGAQCCIRKJbCc7SEWaz2Ww2+2gZQUbu+r8zGX8hEtCo6A5jA2MYlJQ26MnUcf97uct9iVKzRKlZ3T82n8vLPX3afUaX8MSnwCB7tvvpEr/GhyD9U+mE5csfCw+P6MMWgwMESXGR40ckz8welZ2RKuRxUBQxWayjUxMSosPdYrt/O/v+ph/3/H52z+9nzxYU2+2O87n57n+HT+bimwDAYHMGC3kFFbViHqe4poHNoFU3thKJhBa1zmKz5xaWWG32MelJdc1KJo1SWtck4rIuV9QFCbmXymqChbzLFXUBXHZJXQOLQattUhBRtEWtM9vsZqtdodETULS2qZVFp5XUNoi47IKK2mAh72JZdYiQd7miTsRlldQ2sujUWrmCgCAKrcFktZmt9tY/K7LptOLahgAeu6CiLljIvVhWHSzkFVbWibjs0roGJo1aJ1cgCKLUGUwWm8Vmb1brSERCdVMri04rrqkP4LHz/9xjsJB3pVIq5DLLpE0MKlXarEQQUOmMRovVarc3q3QkIrG6sYXNwPfIKaioCRby8HMsrKwTcFjl0iY6lVLfosIwUOmMBrPFZnfKVRoykVjV2MJl0oqq6sV8dn55LV4xSMC9cl0m4DAqZHI6hVzfqsYwTK036owWh9PVpNSQScSq+hYuk14rV4SK+Pi+8IpXq2R8FqOyXk6lkBta1U6XS2Mw64wmp8vVqNBQyaTKejmPxbhaVS8WcPLxiuU1gQLu1SoZj8W43tBMIZEaFWqn06UzWjTuihRSRb2cz2JeqZIGCriXyqpDhLz88togAaeout5dsUmhtjtdepNFoze5XC5Zq5pOIVfI5Hw248p1WZCAe/FGxZpAPvdadT2XxahqaKaQSHKlxu5wGkwWtd6EYZisWUmnUcqlTQIO80qlNEhwo88UlNeKBZxrNQ1cBq26sZVEJDSrdVa7w2C2qHRGAJA2Kxk0Slldk5DDulxZd7Oir15qtTuMFqtCq0cRpK5ZyaBRSusahRxWYfteWtuAdzZ3LzVZbAqt717qrtiml6Joq0ZnttjNNnurRo8iSI1cwaJTS2obu+ylCq3BZLFa7fYWtZ7DoMlaVZ300tK6JiaNUtesBAT5s5c6mtVaEpFY1djC6aqXyppVAJhKbzSYrTa7w6OX0q9V14t57Xsps1zaRKNQ3L1Ub7LYHM4mpYbyZy8tqq4P5HPa99IKmZxGITUo1C4M0+hNWovVgQEA8CiU9r00v7wmSMArqpbx2IzK+pu9VGs0a717KeNKlcxnL62sl1PIbXsphtW3qmgevdSjoncvbVJq7A6Hdy+ta9dLK2rFfE5RdT2HSW/TSy1Wtd4A2M1eKmAzC6931Etb3L0UMNAaTQgC0mYFg0Zt30sLKmq9emmrRmexOUwWq7uXMmnUktpGEY/teV/c7KUMWm2TZy+1efVSz4ewdy9tVqAo2qrRu3spgYDW/PlIFLXtpYWVdSIuSxkqqt+0X8ClU2l94DpXVNyAxUW6HpvTvpcGC3mFlVJ3L5W1qjAM03j0UjKReL2hmctkFFXVBwq8e6mAzayQevRSg0lnMjscTq9nKV7RTqDP++baF5eUGJ+RPlyclRkyZmRQenIAV0QvajZ9eKwuv14fSbdz6eQKWTOfzfgo75c/DAcWjiokE10AwKTaY8St/7nQOpk+DiFQAIACYDBZNAYT1qaXej2EawL53Eu110+qLqaENeIXBAM4XxE7RzArlCaWtajo1C56aVVDC/4QtrXtpXQquVzarpeW1wbw2cU19RwGHe+lzSqtze4wWqxKnQEQuFBQGCQOaDZYRBz2ucvXKCgc+v3k3//6VJPeasEskHe9BbU8FBARQaZX2033sgP1mJOJEpsdVqXTtoQbEkmmX7Pq0mmcSqsxkEQ9Ymh9jBceRKImUVkiEsUFWJXNWGMzTWIKi636WSyxWx4/90qrscxqUDhshRZtMpUVSW5j2clhi0NIN0IY0lDCBIYgiESdyhKxUGIchSkgkgFAQCTHkBk3t/ICWS+tzi6sG2dG0micNBqHhhIYKDGLKQghUWexxW2EWSIWSgwhUUNI1CgyI5HKGkZlTWQIkqnsapLhef75xeOLiYROTUgYxG4PHFZBmbBYnn6/XDJVFZZmIFbSA39nKUboviPan1r8QgWJ4LOX1reqXC5MY7zZSylk4vV6vHvjT7Y2z1KhQGDixlz/Pp/KtLBDvCOAupxI6YEQaWHE2Fd+uFwrN6paP/7Pf4V83pXSyvwLefsOHckcM6ZRoXG4nFqjWWMwuVyuhlY1lUyukDW166U3HsJcFv16QwuZSGxSae0Op95oURuMGAayFhWdQj6Xf7WlqV5jQ9ydrVTW5EJRh90pFvOt2WlNO0+21Cu5bBqZ7D0Pp1EZ8q/UOcODiR89ExYZ3LaXtpKIBHmbXop0d6hAQPEBrcliU+oMCIJ0NqDlsUtqG1gMWm1jK4GAtmr0FqvNa0Bb2nZAGxsiLq5pEHFZpXVNPga0ah2BQOhiQCttZNJujEs9B7REAqGmqZXNoBXX3HwIXyqrCfI9oDUYzN4D2ms17Z6l16V4Z6NTyZ4DWrvD2aTUkm48S+ldDWhVLhemMbQZ0HbSS3ltB7Rao1lnNDtcrgaFmkomew4V8M7mNaClkkl4L3UPaLvspTcHtErNzV7qwvABbbm0yeeAtqjdgFZvujEuvfEQljYJ2MyqhpawAH5HA1q8l94Y0LbtpXUKDYYgWo0+RMDt6LOrW73U/dnV2Eog3KnPLmlj9z+7Ou6l3fvsui4VsJm377PLc0CL99KrVdLOP7vkSo2Ix7qVz668y8XuD3P8n+eHOQIwKiVBLOiBR4JC0YqcPv1HVtatLopzY7Ha3vz8uyARf+aE0XERPjK7+qS0qu6jb3eNuWeCu2R8fKRE3C0b9lv//c5ksb773MreHK6f7lHd2BId7E/7N4QYxBovb1GqzVYiAc0I7W6Y9CHCoFR669G8Kw/9K2t83C1mtaytaa3VWLPyNhM5dzOW1dla/X3bK5JSAtKTRQRfCwNtdueFS01NMu2BZYkJATQAePbChyXYhrGxTZ5iO3MzN6R/wnGEYQDpwQFUUrdWNdpdjuF7lwiFhWPjpBgGZ8qjrLqM3JztBKTPfFK6z8GDB2NjY3GPic2bN+fk5Ozatevxxx9HEGTr1q0T2eFfv/zvN4YPR1F0i1q6jBd+1NCaSGEWmXUVNsMKXgSLQMTLD+qa02mcfTr5cn44CUGvWXSFZl0ylZVMZX+prH1KGLVD2ziLGeCWv7F3XXMshYl7TGxQVD0njLnV88keCeNGwPubbrGZ12Jr/5hSMDm1tnMx8SmuJJ816cl6lIjlXmbnF7FoFKfNjqaxHA0yynMJgncy33k4bhYA5ObmxsXFCQRdR9PMy8uLiooKCPD9DNHLKvM/f4JIlIdlNPAjLESa06onKiqZtbmBnMiMtNUfk5kcACgpKTl//vyKFSvwWi+//PLbb79NIpGsVmtxcTGfz4+MjAQAnU5HIBCqq6tpNFpsbGxpaanD4UhJSQEAs9l89epVd+Ibk8nkcrkaGxsdDgdeYrVaLRYLh8NxS4oiIqsUGjaVMkwsAACn2Vr7yY6q9duYbLqASaFQiIBhZruzVWWyO13x654MfWRWR0Ef+yeD8tnupxN6rfFiuUJvtcUJeQJGb+Kw+LmL9PltrrdYf75Y7P6z6Ezu8kWz3GEQukNpaUkfe0xYbXaH0zkpM/37/b8nxUYump7tMwKTn4EF1x/2Yojh1/gQZFAqXTQ9M/qVZec/+C5jZCSL1cthU3V1c7VUPe78V3fXxFDcbFq4rXzK5MiIkA4TJ5FJhKyxoSUC2vSvSy/8NSWQRWISGQ4LyUvM5iAwSTRwItATpwkSSvx9xld/zXvr82OXALCcsHGfTX/1tpoYtDbDvwo/lxkbX0paNSYg2WsrHjzPaDSGhYWJxeKpU6du2rQpMDCQSCRGLphM/uTzmqrWmLhu+cvMZIs3KmujyQyl0yYgkGtspmqbsdZuVjhsXVfGoNFhqbWZxtFvYXn/qBQ46525sBfsDWkZGaLsQgiDkGP8UasbUCIGACoNcVq2Oj7KZLMjm74PjjWjSzj1z1/8v4VRk51mu0qlwlOQarVauVyOf+RTKJSWlpbW1tbExESz2YwgiMViSUlJwcOFuDd5rttnhcVNfPeY/OKxpgu7qs+VOExmCpvNi8scseY+fvxwn4ep1Wr1ej2JRNJoNB9++OHMmTMrKyuPHz++fPnyM2fOnDlzZvbs2cePH9dqtRkZGXa7vbS0dPbs2e+///7cuXPLy8svXbr06KOPFhYW/vzzz/PmzTMajcePH1+zZk1dXV1RUdGMGTPckqfOnRs+7WaIBAKNErP2kajnHlD+UajJvWaobwECSo0ISpmQzh09rH3WwP7PoHy2++kEv8aHIP1T6X2fY4JAQFPio4bFRHy75+gn3/66+v4cOvW256/yc1ux2OxdC/kZRPg1PgQZrEqPfnYpRczPfXpDanKYuNtp6nBcTlfRtQYdiTT+4je00Ls5GWhzYvd+WzZuTEgnJgY3w+IFRoP9gR8qTq5OmhEy7qtTYZNZLcxWolVkNwdZm7QMtYmczo//9zsfTs65F3oy+yGm8XdO+siFuRAEQQDJy8tzdjx9fes8lft2uW1PCF8557fC6sUHOOSbVp72wfPi4uJiYmIsFgudTgeA57/7/PTwR4JCuPgChOlMEQCEkWiz4YbdAS+fzb7x5xpBlAlzMlEiAOidDgZKmMcOIiDIEk6wp/yNvbNvGi+eE8UAQDCR2vvzJBEhKRa+3NH7Fv5ERrJPZ1k6l6G2kIlkFyvopvPC9VqaxYJcr6MNizcGion2U6zALPWX5bu4F624cq9fv3706NHx48e///77c+bMIZFIpaWliYmJmzZtEgqFDQ0NCxcuzM3NTU9PVygU7k2PP/64534RBA0aPSNo9IzOD+/06dNKpdLpdF68ePGll14CgN27dy9btiw2NhYA3nnnHZPJBADTpk3LysoKDw/fvXs33hPeeecdq9W6evXqsLAwhULx6aef4g1mZ2dPnjwZAN5++233XjwlP9iwob2dAyWTRPeMEt0zqvOjHRAM1me7n47otcapJKLBaqP0g9hDfnpK/7zNb1cmSwIBfWzhzN/PF/z7P1vnTRk/OlVCIt7WrJl+bic9ixHmZ+AzeDVOIhAA4K6s8b4dyGSyo0ePAgCLxcrOzg4KCvISaGxsBACvdAa+wUAmkwFAWFi/S4Z0i4Q8OIMRF5a/aG1Ts0YSH0TrXpiG5iZNSXkTd9LIcZtfJdBv4RuyL9iYK2dyaJLY7s6WZwwP/HlX2YFS9fTwqA+KUM7JUG6o2dhMktORrZKgLye/rlNohAHigrOnp6YlAYDRaEQQRKFQCAQCmUwmkUikUimLxcKD5Gm12ubm5tjYWBRFDQYDiqIymSwmJqbz6etb55q6ImNYfRjfcKkqvt7Y4mll8AmKoriJAQBoYeKopx8o2XYgY0Rkd/aFIggTuTFKYRGIAHDnnhFiAah0YDB1LdkVZgQjE5ydy6AWlERzeZbYbIjNjlLIWI2UGh5oJTiQUTFV71/bvA57CBc4derU6tWriUSiwWAAgNjYWLvdXlFRIZfLhULhwoULQ0NDr1696rWpd6eQnZ2Ne0zo9fq33nprzJgxcrk8JOSGB25AQACexJHH4wEAgiD4DwBwOp0Yhu3YsYNGo3G5N5PLuAM9enZOT0kigQAAxAG4SKG7DN4Xuh/f9Fbj0QJuOJdNGlAOQX5u0C9v89vbk6aOHfHcsvuKKqpf/OB/73yxffPOg3ZHFzmT/fRDKN3z2vUzaBjEGo/kc8J5rKTuhX3p/9TW1oaFhS1dujQrK+vjjz/GZ/k8qa+vr6/vItq8VCo9dOgQhUSk0+nuj7Ru0rjjtz+Slx5iT/49bF75a/9zWfujNR0AuKOGTSrdQVsw9fTp8stXpK3NWpfL5VPSarHXVrWcPltZrrS0Pjub/95KLxNDcXHx2bNn78hR3+TTs/Lhw3sQSQRBID1d/NFZ+dXNL6WJa+a+WjVhecPMtbUZUcZN9aIFEZOOHj26eO48BjiJKAIAhw8f/uqrr7Zs2XLs2DG1Wv2Pf/xDLpdv2bLFarWWl5fv2bPHYDB88803AHDw4MFffvnFarVu3rz55MmTzc3NV69ePXHihNPp3LTpVsMKePFkwkN789O+P5MZTo9M4Eb2tHrMS4/ondDcpOnbo+p7eBxQa/ukJQGGGq3eDjJe2Pl2q4KEOW96sw6LN2Wk6udMURrNBHUz2c50iOhmOsVY1FiOC+CREQAAf8Ls2rWLQCDMnz9fJBJB28wIXptuBRaL5XQ6ASA6OrqsrAwvlEqlgYEd3gi7du1asGDBU089tXDhQoulszUdnpIuuz1RLIgW9Gyh0wBiEL/Q/fik1xpHAPwmhgFK/7zNb/sxiYW8Jx6Ya7HamlqVOoOJSOjlHk/kFR47m4+1s9Uo1ToMw/6x4av2VVh02rPLFtP8/hq3jM5kFtxVh2Q/d5hBrHEUQYLZXa85H0CQyWTcOiCRSLRaLZVK3b59u91uB4886gCwc+dOfOvSpUs1Gs22bdsQBBk5cuS4cePOnDlTXFwcEBbFpZEAQCaTSaVSjUaDYdhDDz1EJBI963rOB5a+9FnrD0eSJMHcxECLxVax89jZA2fHn9+MUrr4zrkrEBhUybono194uH774Yot+/UFV9kiDpNKIhEAxTAnQjDbnHqd2Wq2BEzLTFg3T3TPqOwJEy4ppB988IFnO+vWrQOA8eP7Js9fdyhtMVtcmFjUMwNQVDjnx5OlzY2nZ77RgBAwAEAQSJ7T2rSuythSX15ezhUFkonEy5cvjxgxAgAWLlx49OjRnJwcIpFYVFSUmZmp1WoVCsWRI0diY2PlcnlVVZXNZgOAnJwcHo9XUHAjjsCtT193xBOSReNEaY2m1inBGb1Yf4RSSKlfv3Z50ctcLoNC64998gYcJmj1fdJSsoHWoGZw6d6pHDyxs5yWEKvsMis8Q4eX7D0mEPLYNjsaKrI15bEZDzTX7BJHklouX78ybfgEAJg1a9aXX34ZHx9/4cKF+fPnczicmpqa6urq2tpaAqHN4mrPTQqFQigU3srpEAgEp9M5f/789957r7CwsKWlJSsryzOzoxejRo3atm1bbGysTqczGo1SqbSbktqWZk4W6wFAAAAgAElEQVR4eEfCA51B/EL34xO/xocg/VPpfWxlYNCpU8b4CORDpZCjQr2X8vYIk9miN5naLwihkEkAYDCafdTBwOn0PVvlp0cEcNl3+xD83FH8Gh9AXLhwQaPR6HQ6g8EQFBRUUlKSmpqalpZ28ODByspKXObEiRPBwcGLFy8uKio6cuSIXq+fOXNmfHz83r17AWDcuHEsFishJqq46AoAKBQKh8Px6KOPnj9/Pi8vz2azedadNWsW3qY691rj1oMTs+OJJCIAMJjU4ekRBYXS6+u+iX9z9V26GF1D4rGi1twXteY+h86ovVxhrG6wK7Quu4NEp3BDA+IkEaykKHeANy6Xq9PptFoth3NjnrO4uDgyMrK2tvZOHvM1uSkooGcmBgAgEdF4qp7CI+BB/nAQAsYQIadPHMvKygoODU6Iifztt99wKwOTyURRlEgkAoD7Q87lclEolAkTJqAoGhMTg28ltvV/3LVrV1JS0vz581taWrpzYGq1+vvvv+dwOCaTacWKFbgLBovVxvaXm5sbEhISFhaWyo9N5cd21FTneQ0AQDAhPXzNfQXf7h8zKqb/hqK22oHSB8lWAeA+WfCn1c1JIarOxaoXKKgbQ1hCGy/SMnuyavZkFQDYzYRzn4den6Chphnih5kCjeRvhaGzZs9CAKmsrHz44YcZDIZWqw0JCRk+fLher2cwGPPmzSMQCHiQbzw4QnBwsOemnh7/sGHD8EwQOLiBj0Ag/Otf/9JoNAwGg0QiufcFAGFhYY888gj++7XXXgOAhIQEm83GZrNtNhuRSAz3sB288sorABAfH4+nJvGS7OmhDiD8L/Shhl/jQ5D+qfQ+frASCYRp40b2bZs4cyaNmTNpzO1o2U+X1LeqJOG3ZCTyM7Dwa3wAERMTk5GRweVy8XXLkZGRu3fvzs/Pr66udodjKCwsFAgEVVVVGIaRSKRp06Z9/fXXTCZz6tSp7nbqW29+mSQlJQGAQCCora0tLi72rOuWadh2KCqMR2y7SC8+RnRh64H+bGVwQ2QzBBOHCyb6jm/vZvr06UeOHFmyZAn+54EDB+bMmfP555/jfzY2Nq5fv95ut+PB5EaOHOlwOD777LPAwMBdu3bt2LGjvQAAGAyG9evXq1Qqu90+b968mTNndlSI7+L7DesIRmv+KSR6yQpeUhcH7IlRGGmudFkNBArzhq++3YzqG13FjObnXlxWIZPHhwedPHmyvaONJ9OmTdu6dWtERERDQ4NEImkv0NPp63379i1dupTP5xcVFRUVFSkUCgRBPLsiAKhUKrc7vcFgoNPpKIrq9XrcGKHT6err6yUSSZeBIQwGg+hvC2WnLhZcb4iJvmGMoCAoDSXonQ5WtxdX6lwONnpDuEcVO8KGuTAACr5AQ62FPhogLpWLXlGwGzWMYK6xEzFTmKXiEbnrmxBRnDl8mJ5AxrRSWt0Znr2OIltbBwAoycXlWqgk5zV1dQovJiwsbPfu3S6XKzAwELfp4IpoH4YDw2BnuXlPaROfRvj7uMD04D4Le87lcrsjRqVSqVQqeFjKbl1yoON/oQ81/BofgvRPpQ9m862fvsKfaXmo4df4AEIgEISGhrr/3Lp166JFiwICAg4ePOgu5PP5M2bMEIvFBoNBKpVKpdLnnnsOQZC33noLn98DgOjggMtyGf7bMwOxV113uV2upLYLo0ilkW0aQ5+f411k2rRpzz77LG5lcDgcpaWlTz75JL7JZrO98MIL69ati4qKMhqNTz/99CuvvBIaGnro0KH77rtv27ZtPgWio6PXrl27atWqtLQ0i8Xy9NNPR0ZGJiQk+CzEWxiz5Lk9Rk7aCEHhuhcSH3+JEdbdhNVWFxHNvD//u+0jHqyichxWA6Hwx+jQrAUz/7IW/rzNV69eDQCLFi0CDxcb/Mf06dPxP5988kmj0Yh/WLoNLm7hnk5fDx8+fMuWLTNnzkxKSkJR9Ndff8Xd7zvi4MGDs2bNYrFYv/zyy7Jly65fv37mzJn09PQNGzYkJSV1ntdg48aNNTU1rmhXZX41t65eTKEBwBSmcDEneEX95R0R3c0gsLj2wqHosQRAAKBHFTs8KV2z3uV4hBcGAKDUQAAfkJ4lFvUJ3YluKIl9kep49J7LVFJnV1WXaPx8oTP5VMiDP5OciINl52Xawk7nlnrKhPKNl5XlKbwYKpX6wAMPdOcAnj9Qu79al5oibjLZZ2wu3bcsYXRYv1vEO9Twv9CHGn6ND0H6p9IHjJXBYrXV1DclxkTc7QMZipTUNqTFDlqXRT/t8Wt84CKRSHbt2sXlcuvq6hoaGtLS0gBg7ty5GzduTExMLCsrW758uUKhWL9+fXx8PJ1OJ5PJTCbz8uXLLHGoz0X5XnXd5YzkWHVljVfuCrXSwIwJuZ3nd6dhsVgikai6ujo6Ovrs2bPjxo1zb/rjjz+ysrKioqIAgMFgLF++/Ndff/373/+OIMiKFStQFP3tt9/aC8yZM4fP5+N6oVKpr776Km68aF/o3kVYfPQPZ+REGiNy0V/qj+2RLH+mmwevNdjCHnyGksc+8cFmAgVzWCFq2oOSxS/gW7t/m7f3aGh/lcDXzLZPUlJSoqOjL168uHPnzqVLl0ZERPRoMvn48eMrV65EUTQyMvLcuXPQaWCIF198Ef/x5t9fIO+9+Pc0CZ3em1BNm8KG4yaG24JaBwYTRIVCtezWG3uoKeCinb7jLCwYc5VFtfmUwQBOXwuvrQv+oT6Db78xDnQ4nUAEz7NkMRRlmuru71pvdX5zqWXZg8kUMgEASCTCWyca9j3qY/2LnzuJ/4U+1PBrfAjSP5U+YKwMJy9c+engifdfWB0g6NaqOT99SD/suH5uK36NDxSys7O9SqZMmZKZmUkkEikUitVqxdeTA8Crr76q0Wjmz5+PomhgYGB8fLzBYFiwYAEACIXC559/nkajeX0luh2YPeu6t0Y8vuCPL34JDjTw+DfmKu02R0l5k+S/L9++870rzJkzZ9++fU8//fTBgweffvppd3ljY2NkZKT7z8jIyJ07dwJASEgIfqF8CtTV1cXExLgLcb/xw4cPty90t5ARzpI2VTldGDMkouHIrm4ettFoN5ntiYFM4oKn4+b/zaJuoXJFCHpzrcHdus137949b968SZMmjRgxYufOnbhtpRNQFMWjmep0OgDAMMzpdKIo6k6e0p3AENTQANHCyXnf540bG0eh3nD8cWDYKaPC4HIOp7LDyTeNbLU2U6FZiyDIWDovgEgBAKPLd3qs9pIlVn08memzWaXTdsaowjBsPKNdjptLxZCR1CdWBgD4OO1p0cWN648iY4fJhke3ENE2AaqkStbpwihhCz/vYorbxAAAFosNE7RZ/sClmyvVPbAytBrsDBoJNzEAAI9LvVbRegvn4adv8L/Qhxq91rjRZteYrUFsBtp/w9j48U3/vM0HTMISi9UGAP5EmHeFS+U1d/sQ/NxRBrHGXRgm0+jN9sH8JGEwGLhxwW1iwPHMIU8mk91+73iVgsq6Ttr0rItDCRKkb3n90hVpcXF9g0xZVSE/dboiaPm8wHsn9NmZ9A/Gjh2bl5en0WgMBoM71AUA8Pl8jeZmlkSFQiEQCMAjOKJPATabrVLdDIGhVCorKyt9FrpbCGCSEsX06lqNRa0kc7ubhLWsSj1TwsMTVSIISuMHepoYAOBSZZ3e6nuu+7YSExOzYcOGo0ePfv311xMmTGAwGLm5ufX19fjCBDd79+7dsmXLli1bAgICfvjhh927d8tkMgCYOXPmxo0b9+/fn5+fj0vigSH27t2LB4boaL/CySODV82/UFDrcDgBwIy5/iUvVThsCMAr8tJckxoX+1nTuEFRRUZQDMP+1lBUZjUAwBvysvYN+pR8uanEZ7NFFt2T9VesmIuMoq/IS8//WX6Ds/kwORP6JCVWiBhiw1/NY506N9J1Punj/Rm/nkz+rSD692sRB84lbNyfceJUyqt5qWfPDhfZ2uTdMBut9sA2/YFCdOrtPUh+EcmnkhCortMCAObCiktap8cOjGkhtdliH7zBwgfxC92PT3qt8Tq1TqbRacydJanx0z/pn7f5gFnL4OcukiHprhuwn8HBINZ4jUrbajApjKbhIeK7fSz9i14oXTRzzITC7XX/29Vy7To5RJTx8CxuRuLtOLa7C4FAyMjIePPNN6dNm+ZZPnr06LVr1y5evBhf8L9jx445c+Z0KZCSkvLxxx+vWLGCzWYDwDfffJORkZGRkdG+MC4uzt3C61NCVu6pTWnYGTxpVneO2WJ1FF6R/+eJ5E5kEBq1RK4YERroTpBudzl+rTtxsjnP5DBn8FOXRs8QUvv+KzElJUUikSgUismTJ+PxRENDQ5lMpmd4kdmzZ7vzCADAmDFj8IyGABAREbFmzRqTyYSHO4WeBIaQvPW4Xa27dPDs6FHRLXbrquCUKDIdAGIpjG9U0jF0HgDs0TV9EzachKAAwCGQftO3JlB8RxbwKdlRs++2VLwbNCyGzACAKUzRotoLyVQPJxSZHIoqYc5E+OVoLy5pG5bOgT2/g9maAvRDeWlqouMUTyulWW0IJraRRuqZwwy+85U0qlTKuW1sNCSiS2/rLDKoFygCPz4Qu3h7xZUrzUazfZiQ+s8poV1Xu9uozZbyFhWfTo0XddeEN7AYxC90Pz7ptcYxDHP/72dg0T9vc7+VwU/X5JfXjpRE3u2j8HPnGMQadzidAOD0v0Tb0TulUwL58a+vuA2H07/IyclZtmzZm2++6VkYEBDw8MMPr1mzJi4urqamJiMjY+zYsTabrXMBAHjmmWfWrFmTnJzc0tISHBw8adKkjgo9Wwg7d601LDklPbPLo8Vc2O8n6/4yIkAionUiZsfvBZcLtzJU6xtmHnuSQJZHiqVksmtbU8Drl/+7JfuteeF9vziFTCZ7rgpx2ws6kff8E0VRryrdDwyR9Mnz+dLmwiu1Yi4l6k93hiAiVe2047+3hY8EALnDWm83nzAoqB236VNSTPTRbIvDSkRQ3MQAAFQEnc1uZ+XccQjWPQMXikDW1OVZdMjoVAgNhE++dRfwHMT5rYLuVG2SK1Wz21gZHE6UTqL2aP+Z4azvsiznrhQufOxBiYgGgD333HPvvvuu17oqn+B5SSkUCoqiJSUlneco7UMcLhcAOFyD9qUwiF/ofnzi1/gQpH8q3W9l8NM1w+P9QTeHFn6ND0H8Sm/Pvn378B/x8fHu9fwsFuv777/Hf0+ZMmXSpEn19fU8Hg//0CWTyV9++aW7hfYCADBu3LiMjIzGxkaRSMRgMDop9Gzh4eWrpn1Xdzavftzo0E58Zh0O1/FTdYFE5L1ZXXhpogji+tPcZnJYphxemRxVmBH1ZwDFiNZ0DeMvZ175bfpXI4UJXV2qAQNCQEfseCd/4UtYU4PT6SIQUABAPKbvvlXL/jAqw0k03F7Q5LB01JRPSU+rhLtZjdPBRdu4JwgIZDvWdom+Qg2bf4EXlsNrn4CuV4laIoJh5WJ4bxP03COspUlj5VrNkjYrF6wOApvU4wwReo3K0FgVJyAjCBQUXDYajXgOEc9so57ZSVEURRDEYrHgeUlPnDiBIMjYsWMpFIpXEtOqqioymRwWFtbTQxri+J/tQw2/xocg/VPpA8zK8MFXPxHQ7oYkYTLoL696gEHrmSXeT3uuVdenxvjf60MIv8aHIH6l9w4URd3BGrsvQCaTPQNDdlLo2cIfq5mLt1fsPVA5bmyISOBj3busUX8+t2FMMP3rxTHErt6VLo8VPZsr9vDYjTdNDAAAEMQ1TkiofDn/w99mfNV5UwMLlErO2LcBmTD1fF7V6JFRZMrNgVCRRXfGqNwUmo5fuz8Myo6sDN2XBAAhkSx3tHF1rrObgontBicXrkJEMKxdBR9+DSptz84qOgyefww27+xFCEkMw65WVVf/33Wvcp2ZksIMB4BL9YZjlVqNxZEgot07jM+ndzF0HDNmzPnz57OysgoKCkaMGAEAV69e9cw26pmdlMViNTQ0LFy4MDc3Nz09XafTOZ3OkydPpqennzlzxi3G5/MZDIbRaKyurp44cWJPz3Eo43+2DzX8Gh+C9E+lD5joj70Bw2DQroC7oyRGBHct5GcQ4df4EMSv9P4Pn048uiLxmVGig4eq9uyvuHi5+XqNRtqgr6hS511q/HlXWe5Z2f9NC/3+gTgqseuXu2cU8X0Nv0lCfHydJocqzshLXNhgC4yHEFBqiChgWc75C1Vm800nF4PTISSQ8eviwrC9eu/UmL2QBAA+gcQlEE8ZlfifjQ7LcX0HUSp/PgznLtvW/Q165GSbPRJeXglf/wJ5V3tQ60+qqhu1oVrtNJVXudbIj6bHLdpWfu+2ikMK2yUb8nmROmF94S/XlJ03mJSUdO3aNZvNRqFQEAQBgNjY2NjYWJ/ZRgFg4cKF7qgcERERCQk+1s4IhcKKiorY2Njx48f34hzvMGq1+vPPP9+2bduXX36JL+XoDsePHzeZOgyEkZube+DAAaWyi4vfHv+zfajh1/gQpH8qfYCtZXhp5f0hYuHdPoohR3VjiyQ86G4fhZ87h1/jQxC/0gcERBR5PFP8WEbAySrtoQpNtUzTYnaImKQxAurbC6LHhDO7v9zP5cLgT1mdzRBC9rHMnkRwIQhYnDZ6+4n3gU/8v1cT2cxz738bl37jEzeDzv1Z1/hCUzEbJcod1pmsgC0q6Vmj9+d3jyRxXhcnrJWX7NE2MVCizmVfwg3p8LD2nzxqKZ3wwmO08lrSt8egpdOvythwx0OzHQQy5a3/IvXN3TxxT1qbtWW1soojpe03NavZv9aGaBDkwSXD3P2qVWl6am+1mEnKimR30iyLxdq7d+/EiRMPHz4M7bKNemYnZbFYHQXm8BQLDQ0dOXLkxYsXf/311yVLlvTiTG8rWosTADjUG8FH9+3bt3TpUj6fX1RUVFRUlJ6ertVqm5ubY2NjURTVarUcDgcAdDodm83W6XT19fV4SFSj0SiTyWJiYvBUNZ61VCqVXC63Wq1e5QDQuS+J/9k+1PBrfAjSP5U+wKwMfu4KISLe3T4EP3cUv8aHIH6lDyDIBGR6PHd6/C0lgECQm6v9EjmxzVpGhMA7baHSQOWQaYPAxPDSSy95lezYsQMAop9/kB4dXLT63deiQwCAhKAbgpKb7BYbYOEkGgIwlSmiIOiOiFE3K0aM6qYkl0DaHDYc/x1Con4XNkJqM6EIEkrqLConAETn1qTRFn49b1LW/73gqm8gn6lASqpBrQWdAVAUOEwQ8l3psfaxEiePdszyqnNWUZQ+OD05Bulhlntlq+7i1bKy765Zw73dPcw2YosyzK5CHlwS7mm6EgnoWWNCXjwkPf9kZxlM7rnnnjfffHPx4sX4n3i20erqajzbaHp6+g8//BASEiKTyUJC2hhcGAzG6dOn8eCgnmJ1dXVnzpyhUqn493m/4r/nm/95RAoAb80M++uYQAAYPnz4li1bZs6cmZSUhKJoeXl5Xl5ecnLyN998s2LFim3btj3xxBMIgvz4449Tpkw5c+ZMenr6hg0bIiIiDh8+nJaWtnnz5scff9yrlnt3XuV79+7t3JfE/2wfavg1PgTpn0oftFaG84UlReXVq+/PudsHMhho1eiZ/vAWQwm/xocgfqUPZVbGLV544nhaWCuF1GZ195myuJXxC2Uy2dGjRwGAxWJlZ2cHBfW7CZNbIXDBJE5GYsGitYqCurTkEBKZGOSRWIGBdpYas/uSOOFk31kkvUg00s1mxy/KD8+yPowWTU1esCh84Ww6KYBEYmEANpvGaG+6jvxe7Hyn3njeBU7CDwTHKpv+omlM2jDPMBOdU1MjL66uLf+m2DBa135rZQsnAp0oiua1Xx0TE8n97ZRUZ3WyKT5Oee7cufiPzz//HABWr14NADk5OZ7ZRoVCYXh4uDs7KQ6euzQ4OBjPbIoXeopZLBYAoFL712MKw+DVI7UP3pcEAP/cUfJkZiCKQEpKSnR09MWLF3fu3Ll06dIjR47ExsbK5fKqqiqbzZadnX3u3DkymTx69Ojjx4+vXLkSRdHIyMijR4/m5OTweLyCggIA8Krl3qNXuVAovHLlysSJE+Pj430eof/ZPtTwa3wI0j+VPmitDFfKqvKulPqtDH0Cm9HFxIufQYZf40OQbir93LlzNTU1Dz30EABgGPb88897panLzc2Ni4sTCG4kz6uurrbb7RKJ5HYcs59bAUEQd2KF8eK0pVH3/nDeMTv9WgDbBAAmG/FkSRxmSXg1beWlcxfCwsKysrI0Gs3HH3/8+uuv0+nd+loeKNDCxGPPfFn6wmendxwbkRbO5fc4sULfgmDwYIP4ck2AMEVaYTtQAQcAAKxAADIGThfcsARZlKQTy1Mnf32NKrCXfH/VuC7a8J0lPiY0OioI7dRxRq00XKm4rmbpyo74WMWAUyaLkjCT9b7sCCiK0CgEvcW3laEjvLKNemUn9cTTgcJTrL/ZF3AQBFhUUqvCBAgwqTdsMrt37543b96kSZNGjBixc+dOCoUyYcIEFEVxV4jU1NQvvvgCRdHVq1fn5eU5nU4URevr6zEMwx0lcLxqdVTepS+J/4U+1PBrfAjSP5U+YKwMFDIJAIiE7r7SMMwf+LHPsPU8LZafAY1f40OQbipdqVQWFxc7nU4CgXD58s00dSqVSqlUxsTEqFQq3HNYp9O1tLSYTCbcs9otYDAY2Gw2/OmT7JnfznNH6uuF5Tvf0dfXMIPC4xetFSSM8nU4fnqP11vy48yXJGXRb+T9F0FsZAKozPBo3KwPJjxHI1AAgEwm0+l0Op0ukUjUavUvv/yCq3XZsmUoil67dq2iosLhcCxevHj79u2em3766SedTsfhcFgs1qxZswoLC8VicVBQUFNTU2tra3Jysqf8nj17FixYAAAFBQUikehO5ixEyaSkT58TTBl58fF3gwK5kthAErkHn9B9znJZ4KQ6cVaSjIDeVJMTbG2EMMRpQQFDAABQqHutunlpk/4NbcXv9UFB/FChkMtnksg3hnkuF2YyWuRytUzVbLBaav9ZpVzc0lEEcI2R0qilPR0Xs6nY24kGAIwmh8PhErNI7TcNTb5/IPapPTUA8MPSOLwkJiZmw4YNqampJSUlOTk5KIpu3bo1IiKioaEBN7nyeDz8yTlz5syNGzdGR0crlUoarc13wrRp07xq+Szv0pfE/0IfavRa41wa1eZ0Mij+W3vg0T9v8wFjZZiUmR4ZIhYL+6PbyaDHb7IZagxijTPIZLXZSiXeze+H/kn3ld4+TV1BQUF5eblEIvnf//4XEREBAFKpdP/+/ePGjfv111/vvfdeTwEURVetWgUAP/7445gxYzzz27l3ob5eeOHDvyTPq+HPN2ukZfmfVo5Ys0k4LPM2nPfQhYgiGCAkD9v9kwmLH5csrNI32Jz2aHYIbl/AuXDhgkaj0el0BoNBq9WmpqampaUdPHiwsrJSIpE0NzcrlcpVq1aVlJR4blKpVEwm8/77729paXnjjTdmzZrV2NhIp9ODgoL0er1cLsfndd3yGIaVlZUlJCT8/vvvzz///J2/JoHzJwomjax47YtTP/6WEC8ODb9r0aaTDYw0LeuqTDQ8oqX7tSyx5tJtRdQamvSQoGZfILmQjNgRAgN12V0uK2Aip2aKsnVOq36cFiN3dr/nVUU9lXDffYkBrx1pVKjMQn6br9+LBU1L04VdpkodKNCIRASATur9eDgrkn316TTPkpSUFDya4+TJk0kkEgA8+eSTRqMRX9ABAAQCYcqUKQAQERGxZs0ak8nkuYJj2bJlABAdHe1ZC/cowfEsz87O7tyXZBC/0P34pNcaD+EwQzh3eSWXn97RP2/zAWNloFHIiTERd/sohihUSocrG/0MSgaxxkO5LBGTRiYOmEffHaP7Sk9KSjp27Njo0f/P3nnHRXG0D3x2r3c4ej/qAYKiggUVEUTEFnt7jb0kxhqNSfRN1NduohI1mlijv8TETjCxVzRKEaQIAsLRO1zv9ffHmvM8EJB6wH7/4MPNzO7M3nOzu/PMUwYQCASZTAYAiI+PX758OQAgJydHIBAAAO7du7d48WI8Hi8SiYwa2NvbJyYm6nS6wYMHu7u7q1Sq+vntci7t9JtQ4NBPBAAgmYkhuCD7wrahW/5q0yvu6bia0RlUMubdeIEwBHvSG7AgcHd3DwwMNDMzo1KpUqk0JiYmOTmZw+EgUfoAAIGBgQAAFotlWJWbmxsVFQUAsLa2dnVtIDWjUfvRo0efOnXKzs7OzMzMyLalw8CZUXsdWu8wb2zG0l0lifl+bDsao3PcQ7a9cptkJvR3qsXCTWcS5WdTcHQ1jqIpu8+kOMrly0srl5fqtKAmzlz0kqqBALWXxHYID8a9eRPlZVKJlkosWVt6lymrwZPtFI5hXCxFAwDgSojZ5VbXBn/MJGKPTnT9NDYvJNjJ3YUBwZBEpk5KrhDXSnZMayz0Y9eCSsD3d7LFtvXvDY/H62cHAACGYb2KISsri8FgWFlZ6asaybKhP6qR8sZ9SbrxAx2lQVCJ90BMU+id8xRH6VrwRe9N4IzSLeneEidgsd1kD65N+SCh69PUIR9hGEb06EqlEtm4gyAIsQdGjOENGwQFBaWlpWVmZvr7+1+9ehWDwUycOFH/wo0gKitgur51F2e6ycRlxa29wlagVqu/+Zfdu3fHxMQg19Vgy3Pnzsnl8l9++aXBBo1UdTB8kRTT7JQEFhYW+ph8Z86cGTly5MKFC4ODg/UNEL9xoyorKytEf6RWq6uqqgAAOBwO+erKy8vrtyeTyWq1+u+//x49enTbXuyHYhboMzTpF7v1c+NTCp+nFAn4nXBLDObTQ6qZT7Mcm9OYc9Wm9Lbl45U+VQkMrRIGAGjk8D9rvDk3rICtEmenLL5l8c8ab43izVvf6z9s8y/ZPP3CS8HHES2VNZZzwccAACAASURBVEmMR5/4Kng4AMC9DJ9NvRdbEs0AAFP8LS7P9irNrvn5TNov5zLOXcwKpGH++cTvgyIymD5trmJoHF9f34iIiA7rrns/0FHqg0q8B2KaQkc39FCaxtq8sbTYKN0PVOI9kA8SulGauvDw8OPHj9va2mKxWCQuYGRk5JEjR7y9vdPS0iIjI40a0Gg0JKibUX47S8s3BupUOxdecQ7J/M1Knl9EpNo5NDSQDkKr1RYVFSEx80Ui0b1793bt2vXtt9822DI5OXnatGkNbt0DADAYzPuqOpgWT3M2m3316lUzM7OioqKysrKAgID3Vc2dO3ffvn3Z2dk1NTWIhiIgIODo0aPZ2dnp6elDhgypf6rhw4efPn169uzZbXORrQDCwKxPJzsvHF/6fzeebz5GwsFe7taW1h2aRvFghpcfU+DhWGdvJmmyceFfVr1XFdmF8JCPeedt8XTNgO2vkY+uk6riPvOpiDN3jKhDSsoeMEN+fEWyUQIA3CZXJ/7Xg3PZWhmhBiqXNb3+oz/tMFd6/Kd+QoVGKNfYUHE4DKqk7WKgD/SeBirxHohpCh3VMqA0TXFVrS+rM1/xUToYVOI9kGYKvcE0dZ6enu7u7nK53DD1wNq1ayUSydixY5GPhg30a0ij/Hb6Y70mf5X8Qy6MKWC6yvjFxLRLbn2WbWqb62wpehNlGo328ccfz5o1Cyl//vx5dXW1n5+fs7OzvjEWi0VUCRwOx9XVFYIgAIBOpysoKHB1dUWqdDpdampqZWUlm812c3Pr+Ctq/jQfNmyY4cewsLCBAwdisVgCgYBE+gwPD2+wqqamZv78+VQqlUAgHDlyBABgZWW1adMmkUg0ZcoU5BCjU+Hx+MjIyDa8zFYCE3DOiyc4zo0qPXsjffspYmGdsy3d1p6JxXbE7redEn8sjb0cq1kQkUrENxHci+Eu1asYAAA0F7nNQMHbaghQHeWy2rdx3ZxG1SEqBgTLvqLKl/SkVzbPxh3A1svKqRTx/u/48a+//lpfUl5efvny5ZUrV1ZVVV27dm3x4sUtusTOJz4+Pjk5mUQiKZXKSZMm2djYGNbev39/0KBBXTqpCvpA72mgEu+BmKbQu4yW4X78i7tPU3SgucEt+EJxu46nR+HpaNvZQ0DpUFCJ90BaKXQYho1exI08h+s3QDDKb4dg4R3Yb+WJnIvbUi8UU20d+izbaN17aGuG17YkJCQgQS6/+eYbJycnDw+PY8eODR06VG/nr1Kpfvjhh3379t24cWPgwIFIzILnz58nJSUtXrwYqfrvf//bq1cvJyen06dPh4eHh4aGdvBVtEbiFAoF+ccwiWn9KktLy1OnThEIhLq6ujlz5iDlGAzGzMyswfbZ2dm3bt1avXp1iwfWTsB4nPPiCU7zx1Zee1x6LCbzboaNA9PBmm5pzWi200kLmVJt+bjI/vIT5YzQl40HaDD3fee1xz6UCwBQ8HDCPLKkgiAqJFY+Naex3joiUZ3eyWGpxkOl1WZHB3/jzWDVP7lWq5VK37HItbW1RZSMGo0Gic9i+qi1mmM5V/JFJUvZU9iMN6G+uFxuRESEl5eXUqk8fvz4Z599Zpj4pra2ViKRlJSUIGkjDatEIhEMwyUlJWw2u7i4mEajMZlMAIBhm/z8fDwe35HZUuqDPtB7GqjEeyCmKfQuo2WQyhQiqbTZSgaAxWDQaJFtxaui8t7unfmMROlgUIn3QExN6Ja+Ayw3X+vsUbylqKhozZo1AIDa2trq6uq9e/c+ffrU2toaWWiNGDFi6dKlSNB4Q8aPH3/y5ElEy/DXX38hyTUAADKZzMfHB7HpYLPZR44c6XgtQwdInEgkIlE/m4m3t7e3t3f7jaeVQFiM3aRQu0mhyhp++YW7OSf+TMvItLVjWFtQLazoGEx7WTdsT3LI0wivYr0nDc1uRNGAp2kMPwo55PRoZ5UEw/CQkqxUTH+xQvDOKx+EeftGJZbjnnOcfWjOM91GNXNUIpHo0aNHEyZMAABIpdIDBw7w+XwMBrNmzZqYmJipU6ciWsXY2NiBAwdmZmY+e/ZMq9V6enrOnDmz+dfetnyd/ENs1W8OzJph16+9nnKNgX8TczEvL08ul+fl5fn6+qanpxslvrl582afPn1Onjw5ePBgw6qLFy8ymUwbG5uvv/560qRJly9f/uyzz3JycvRt7OzsKBSKRCLhcDj6KDYdj6nd21HaG1TiPRDTFHqX0TKMGzFo3IhBnT2KHooJ/nBR2hVU4j0QVOiN4+LiEh0djfxfVVW1du3aPn366FUDEAS5urqWlZU5OLxjsujs7MzlcpFNYKFQ6OjoqFQqAQAkEiksLOz8+fMcDofH42E7I+kJKvEWg7cyY302lfXZVHFOUdWfj/P/fJRyM41hw2BSieYMMs2MTCK1Kty3RqOViOR8npgrVnLrRBqdbitz+BbPgvPPyFOC3us6YWjsqdOCxG/c3adWuU56mwiz9kXDjru1YuKF+L4fWQ2mNx384S0KhYLD4SD/3759++zZsw4ODvn5+Tt37gwPD7979y6igHj48OHQoUMfPXq0detWAMCOHTsMI7B0MI+qEoK9XrtYiAqrnHIERQOseiHlSqVSqVQSCISCgoKBAwcaJb4ZN26cubl5SkqKh4dH/SosFpuRkTFw4ECBQFBbW2vYxt/fPy0tbfjw4V5eXp1yvQjoTO9ptFjitRJZnUTmZmGGazedKUo7YZrTvMtoGVA6kec5BYFskwhXhtIxdGOJy1Xq17V8BwaFSSY13bon0Y2F3ubY2NgEBQXl5eUhKgMEhUJR330AABAREXHnzh2dTjdq1Ntd4tzc3MOHD3/22WcTJ05UKBS7d+/uiHG/S9LrIkcbCzs6mh295VDZLtQNLu4b5qhFUl78S97T9IIHyaIEjkospVrQKRQCFY+hUPBEIh6Hx+LxGAwGAwCEw2O0Wp1GrQEAKJVqpVKtUqikUpVYrpQo1BKBTCGWkZ1sGP28mGGB7oP9aT4sAEF/6rTrkvb98hg/oX9ak8EgZdUEeS3eeUzt2yIdEHJIZFuFUcuscos76T4HBmwwy9Q8Lnzcsu9h2LBhiH7N3d1do9EEBwdv2bJlwoQJ6enpAQEB5ubmmzZtys3NLSwszMvL43K5naVlmOE6LjqjxNZMpNMw/JkeSKFWp2M6OXv7+QUG4g8dOnT16tVevXpNnDixuvqNgkavBDSqgmEYqUJi2QIAtFqtYRtHR8f+/fsnJSVduXJl+vTpHX21/4Le23saLZZ4tVgilCuFCoUF+oLU1TDNad5ttQxKlYrLF9laMTt7IN0BE/zhorQr3VjixXyhRKks5GpQLYMR3VjobY5Wq83Ozp42bdrdu3eRyIgikaikpMTW1latNt5njoiI+PLLLyEI+u677/SFL1++jIyMZLPZAIBHjx515ODfQsQX8YRMMomA7VZZCTsFLI1sFTHAKmIA2LwYAKAWSSWvS8SvSyTZhdUv8+XltapyrpIv0cgVAOhUYjmMw2AIOADBeAYFb0bDWTBIAfZUfw8bL2cK25nkbAPVy60IQ/CBAV8Mswlc8s+W3i6lwZ6FjYyHYK7CkDQ1SQzboTwAgEaGeXXKQVxK0GnehpFQqDF/pfjX8h3uj47ua8GOyYxp8eUbhlwhkUg6nc7W1rasrOz69euLFy8uKSk5ePBgSEiIvb19//79W9xL61nX62M/M88CUfm0oeEkzBudoFSpehh7LSE+noHDslgsCIIME98YHm6UE6fBLgzbJCcny2QyIpHIYHRoahIj0Ht7T6PFEtch5lDNdk5HMR1Mc5p3Qy1DcUX1w8S0+BeZcqVy7xfLLM078+bePUjOKezPZnX2KFA6jm4scZ1OBwDQok/RenRjobcJ+rgMWq1WLpdHRUWNHDmyqqrqiy++cHR0zM3NXb9+PVxvZQgAIJFIVlZWBAJBv+EJAAgJCdm4cWNRURGXy2WxWIWFhS9fvvTz8+u46wFAo9WBf2cEStuCpZEZ/diMfuw2P/NklxGDrfxXJew6/iB+gGXR+5phCNp+Xxek72e9Pm8DY4CsBuc6sbrX0rLsX+whjM5pag1XQnqZbTnbZ+a3I5aRscRWjioxMVGr1cIwrFKp6urqqFTq+PHjL1++LBaLLS0tf/311xkzZgQFBQEALl261Mq+Wkmkg7Hv7YhRo5z7DaATCb42FkiJYeIbvQ3C/PnzjaqQEn0VYqzk5ORk2AbJnEIktvYbbg3ovb2ngUq8B2KaQoceP44bOnRY0w3bk1f5RQfOXh00MkRfMsSLxbb5MDMEuUIZn/bqUVJaYWklAIBCIg4L9J82eniDr30oH4ROp4PaO442iinRjSWeU13HkymwGDjQJOPxdiLdWOjtilKp5HK5NjY2H/rtaTSaiooKJpNJJpNlMhmBQOjgp1VicYVWpwuwtybiuuF+Q7fnaXX65heHUrhZ/o4VvZwqrWgNZHnQqmBxMREAQHWWwTidTgc4HPM8vl1WtflEl9BvAz5xpzk2s7vq6urFixf36dMH+Uin0+fNm3fu3Lk1a9aUl5dHR0dTqVQHB4eMjIzZs2cPGDAAADB37tx58+aFh4cXFhZGR0cHBARwuVyJRMJgMFatWtVGX0MbUCOR5tfyDbUM3Qz03t7TaLHEMytrRQqlp6W5BQU19uxitPk0F8kVF5My9R8znsQvnBLl7/UBFhOvXmV1h3cLTknFo8S0hPRXCqUKggDb1Wl4UO9AfzauM+JpdUsyOKWmGVYEpZ1AJd4DQYXeMvB4vK3tW41VjqCoRFJFwZICLLz0JtkNgsFgHB3frPFIpE54pdOiVgxdmWDr3ncij2fyOKdfx/yWcF2jk7GshFaMGguKnEFW4LFaHKxVqGGltY4nIdQWMWr4tpxakiWesdR7xqWhYxzIVh/UnbW1dWxsrFEhYt1jb2+/d+9erVZbU1OzYMECvbLMysoqJCQEAMBisfbu3cvn862trQEARhkxUdob9N7e00Al3gMxTaF34XW4VK549iLzUWJaSWUNUmJhRt+weIa1hXnnDqz74eNi19lDQOlQUIn3QFCht5JLhfc3PP9erBFYUjQqNaZCBM3zGLMrcDUdR2mT89+8ebOiogKCIDwej6TA/FASEhJcXV2RlR4AAIYgVNHQ1ell7vb9gM+/H/B5jqDoYUVKCu9lZmFOhZQrUsoUWjUFi6fgiC4UGz8zn0APv7BhQVZ4s3bagIFh2MbGBvm/urr60qVLffv2xeFwSAkej9f/8AyDOKB0AOi9vaeBSrwHYppC75JahteFpQ8T056/zFGq1AQ8bmh//5Cg3ueu3dNotaiKoT3glNewnU3x54vSTqAS74GgQm8NW1N/+in3bGSfTJalECmRKrGPsrhB1xKejj1rQWhteKCsrCwul7tgwQIAQGJi4tOnT4ODgwUCQVVVlYeHB7J7zOVy6+rq3N3dZTIZBEFyuZzJZAoEgsrKShaLBQDw9/dHsmBUV1fX1NRoSAwITVfWXWAzXNgMFwAmNd4sp7iiA6Y5lUoNDw9HgpuidDrovb2ngUq8B2KaQu9KWgaxRPbPi5ePEtMrauoAAK6OdiFBvQf18SESWpWYGqVJ7C1R3U3PApV4DwQVeou5WfrsSM7/zQtJIuPfJpgg49VRAa8evFJ+HPfV9YijreziyZMns2bNQv5HnN5zcnISEhL8/PxOnz69aNGilJSUnJwcNpv9888/W1tbl5WVTZ48mcvl3r59e8iQIXv27Bk7dmxVVVVAQEBtbe2rV698fHxuXDo/ZsasVg4MRU9ubu7XX39tWALDMIVCcXNzCw0NRXwHOobU1NRt27YdOHDA2dkZGdXx48eZTCboqGlOJpNRFYPpgN7bexqoxHsgpin0LqNleJCQeu7aPbVGQyETI4L7hwT1drT9MK9ClBZTKxDRyJ0ZIRmlg0El3gPpUULXKlQVVx5gKCSbcUPqpwz8UP77InpEr1eGKgY9IWzOz/fSX9Tl9LVo1aJLo9EgduaXLl2SyWQ8Hg8A4OHhUVlZmZ+fr1Qq4+Pjly9fDgDIyckRCASTJ092dHQ8efLk0qVLsVisWCzWn8rDw0OlUuXm5vJqa1ozpAaJj49PTk4mk8lyuXzYsGHNyZph5MfRSKGJo1AoioqKJk+ejFiOAADUajWPx0tPT//888/DwsJ2797dMQE+pVJpUVGRSqXSj0qfYLVHTXMUBFToPQ1U4j0Q0xR6l9EyyBVKjVYLACATiQwahYrmuu9AaOi33cNAJd4D+VChS9VyrkJoTTLHw7h2GlL7kTR2LVRcrlJqaq499j++sTWnEijF2YLSMTb8BmsxsI5tX3Wr7FkrtQze3t7Pnz8fOHDg1KlTORzO1atXqVRqSEgIDMPu7u5YLBaGYSTEtFKpxGKxVCoVAIDD4RQKBRaLlUql+lx6V69e7dWr18SJE1PzOK0ZUoNwudyIiAgvLy8AwL59+1gsFpVK1btywDAsEolgGC4pKWGz2cXFxTQaDfHjEIvFSDlyOXrnDqFQWFpaymazMRgM4ujh4+NjyqmjQkNDg4ODjQpv3bq1adOmmzdvjhkzpgPG0L9//9jY2AZ1NOi9vQeCCr2n0WKJv8lRgCYk6YKY5jQ33Ue1EVEhA/Z+sXR82GC1Wn3pVty6PUejz1xOznyt0Wg7e2jdH7Va09lDQOlQurHEIajL3PQ6mOYL/a+SJ/2vTbf4LSzg2mTz30LH3f0sk9f261WE+/fvHz58+NSpU0KhsK3OqRbLeAmZQf1YgX1dKmIetfJsVTKuGRGG4feGUaSRxMXSslb2Ehoa+uTJk3PnzsXGxt67d4/JZEZERJw5c+b+/fsPHz6EYTg8PPz48eOxsbFYLJZCeRNvMioq6tixY3///feTJ0/0K3MGg1FQUBAbG1tVWirg8drvhXL48OGpqakpKSm3bt0SiUQ///wzAODixYt37tzh8Xhff/11ZWXlL7/8cuvWraqqquvXr1++fFmhUJw8eRIA8PDhw6qqqry8vCtXriiVyv3796enpz948ECj0Rw/ftywF41OG1/9slBc0V6X0RZERkba2tomJSV1THcEAsHe3h7bUJTHbnxvbzFQd19UoULvabRY4nY0qiWFxCA2lh0JxTQxzWneZWwZAACW5ozJEcMmhg9Nz8l/mJiWkctJy86nU8nBff2GBfp39ui6M1odqsrpWXRjiTNJRJ5MZk7qMg/RsrIylUqlt8F+8uTJ0KFDm3/48+fPAwMDm9OymUL/JuXH43m/jeiVPXYQH4Z1SjUmrbhg2PX0/xu+e6zjkOYPrDk8ffqUx+OtWLGCy+X++OOPRk7vLQZLJZGcbV9llSlVGvNAn1aejUmgC+Va3fu3f6RKovUHZg2sDwRB69atEwgEGo0GcbAHAHz66acSiYRGowEAPD093d3d5XK5YQB/Pp8/Z84cCoUiEAgcHBz69u0LALC3txeJRBQKxa3/QDyBQMBgWjm294HH44VCYXp6uqErBwBg3LhxWCw2IyNj4MCBAoGgqKgIaT9u3Dhzc/OUlBT9Ge7fv7948WIYhlksFh6PRxw9Kisr9Q20Ou3IW4s5kmyxAvPjoG9muo1qp2tpPVgsVqt9O8XKyspSUlLGjx/P4XCuXbtGpVIXLVqEVFVUVNy5c6eoqEgqldrY2IwcOdLQ8eTx48d1dXX1zw/D8IQJE5D/eTzeo0ePRo8erTdg0dPMac7LSy1+8H+8/BStUkGysLMN/Mg5dBqGYIp7Za2HSsCR8TgL0zM2biu68QMdpUFaLHFzMtG8+06E7o1pTvOupGVAgGEowMcjwMeDJxQ/fp4el5R+83HizceJMAxZMOhCsZRORZMktTEkNL5mD6MbS9ySSrKkdqV35aKiIplMptcyPHjw4IO0DM+ePWumlqE5Qv+r5MmJvN/mDUsi/RuDAI/VBLlVODCFHz/6OmPSZYdWL6cN4fP5SG48JpM5Y8YMAIBWq/3tt98Qh/P58+cnJiby+fyKigoGg0EikSoqKlgsVlhYmFar/eOPP6RSKYlEmjlzJgRBhkfBMDzo7uGCH34nk0luq2e0cpCWRDMbsnlJHc3ZQlS/VgdAQaX9luBmiaBJGIx3clXAMIyoGPQfjXIEOjk5xcTEaLVaW1tbQ/t55CgXppk5rW2ybDZIUlLSuHHjcnNz9a4cOBwOhmFkjx2Pf/N70/2bTbP+3rtOp9NoNDAMl5aWpqam+vn5TZw4sbq6Wt8gi1+QK8pdHPasqJb+feYJk9Uy1NXVlZeXT5s2TV+SmZm5a9cuW1vb1atXW1hYhIWFIeW3b9/esmWLp6dnnz59mExmfn7+ggULZs+evXbtWqTBixcvOBxj06GUlBSNRqPXMpSWlm7fvj04OLi+lqHJaa7VqF/+8t+qF3+7DStnTZNg8DpJDa7keXr+30eCPj/FYPm2+EswWYhYbG+77hznqxs/0FEaBJV4D8Q0hd71tAx6zOnUCWHB40cMznxd+DAxLTU7r4Yn+Hz3kb4+HsMHBPTyYEHd3Aiu4+CJJO36MopiapiCxC9evKg3kqfT6YYv6ACAqqoqsViMLFRkMpmNjY1+AVZSUgIAcHJy6tjxdihGq+iMjIzi4mI+n6/T6f7zn/9gsdgrV67U1dXR6XRkCZeammpjY2NnZ1dRUVFTUwPDcG5urlqtnjp1qn75HTJqjE6l+PXXXyEI6t+/f33fcgDAt6k/jPB7RaoX5tDeTOLvXL4v88z+oPVteJmjRo06duxYXFycq6vr2LFjAQDZ2dm9e/fu06fP9evXX79+XVxcbGVltWDBgm3btk2cODEqKmr//v1hYWExMTF+fn69e/fOysqKiYnx8fExPIrNZhPsLLx3r2ircW70X7Yts/Y/QxIx9fwmXhTYMnGOw+36tlVfjaDTaSWVxRgcnmRpj5QQicSZM2e+r307TfPY2FhLS0uJROLk5GRjY4O4ctja2mKxWCMlSJOMHj366NGjbm5udXV1FhYWBQUFHA6nsLCwtrbW0tISAGBHtpQq4exy86IaSy8Gq82vpU3IysravXu3s7Pz5MmTDcu1Wu2+ffs2b94cGRmJlHC53K1bt86ZMwex/kCIjY3dtm3btGnTHB0dAQCrVq0yOv/169efPHmyefPm5gymSaG//GWTtPzqiC/ysYQ3O2NUK6WNb15FRlX8nv8M3fInxcbZ6Crmz5+/fPnyQYMGNWcAhlRVVV27dm3x4sWNtCkvL798+fLKlSslEkl0dPSmTZs+tBcUU3igo3QkqMR7IKYp9C6sZUCAIMjPy9XPy1UoljxJfvkoKf35y9znL3MtzRnhg/tGDg2CUGVDq7FhtjbZO0rXwhQkPn78eK1Wu3fv3g0bNtQP9kYkEnU6HQ6HAwAkJyfj8Xi9lqHBlUxxcXFmZmZUVFR7D7s9uHHjRlZWFvI/l8sFABitokkkklqtnjt37rNnzxISEkgkEgRBS5YsKS8v/9///gcAKC8vJ5PJdnZ2IpGosrISg8HU1dUtWbIkKytLv/wW82pTnmaNHj3ay8srNja2/jDEKlk2r2yclaDBQbLtK2+mP25bLQMWi0WWW7m5ud9+++2BAwdYLFZMTExycjKHw7G3twcA+Pr6AgDMzMx8fHzAvzvk+fn5yIrO19f35s2bUVFRRke1LfM9x90oe3QpQR0VkEEnKZFCnQ5KKrBPyvN8OnZfBzh+V714kHbiCyxOqdEALJHZ99PDZm5N5Hdoj2k+ZswYowCHRq4c8+fPR8qRf0aNemN9MH36dMNy/UlWrFghlUqRYJaIo8eECRMw/3p5WBAYF0K/3/nyqA/V8fvAtvzttZjt27eTSG+spTQaDZfLlUqlAwYMiI6O1pcjqNXqkJAQvYoBABAfH6/T6YxW3VFRUdu3b8/NzUW0DEakp6dv3759zpw548ePb87wGhc6Nye5OvV66Pq3KgY9dv4iaV3pyzNfD9zwm2F5QkJCZGTk9evXW6Bl0Gg0Mpms8Ta2trZLly4FAJDJ5HXr1n1oFyjANB7oKB0JKvEeiGkKvctrGfTQqZQxwwdGhQzMLih+lJiWnJl7/vrD/n5sK3NT/N67FsWVdT6stn81RzFZTEHiiK0vBoNBFidGpvJisZjH4xm+tSuVykuXLs2cOZPP5wMAIAgy3JZ/8uRJZmZmQEDA3bt3DS3nU1NTjawAOudqGyUqKio8PBz5f9u2baDeKtrb27tXr14AAAsLi8LCwvz8fESfYm9v7+7u3uA5ETcKw0V70FB8WFjYqVOnqFSqvjtDeEohBffeMIcUvJqvFDdY1WJOnDgxYcIEa2trLy8ve3t7mUx25syZKVOmWFtbX79+HWmj1yMj/yC2G3Q6XSAQMBgMPp9PpVLrH9W2QAD6ffje/6X+fODhbywLBZ3CU6tJnGo6m+6RMG6nG80BAJBYIt72oNSGgt8Z6WRNbeOsHILCrLRjq4PmvzZ3kQMAKjJoid/NHb77NoFh2chRHTbN67tyfNCxiIoB/OvoYaRzjHAYEOEwoJUjbEOGDh2q92/SaDQikaiqqurp06czZ87cv3+/UWrP0aNHG34cOXLk8OHD9b4kCDweT6vVyuXy+n1VVVWtX78+KCiovoHD+2hc6IX3TnmEltVXMSC4Dqt7vTVNzq0iMm30hTdv3vzyyy93796NzLiMjIzbt28jVRUVFd9//z0AID09/dKlS3g83t/f/6OPPqqsrHz69CmSM0UqlR44cIDP52MwmDVr1tDpdADA/fv3nz17ptVqPT09o6KiHj16NGHCBI1Gc+XKldmzZxvWzpw5s6SkJCkpqbCwUC6X29raLly4sJlfRc/BFB7oKB0JKvEeiGkK3RRfqVsDBAEfN2cfN2exVFZdx0dVDG2Cp5NN0406ilu3bg0bNszwnTU3N5dGo9nZ2TX/JGq1+sWLF0FBQY20efjwYWhoqP5jSUmJQCBoTvr3boBJSRzB5um+swAAIABJREFUyFReo9FUVVXpndIVCkV0dPS8efNgGEZCoyUnJxtuywcHB9NoNB6PZ2Q5X15ebmgFMGRIG8cvbCeMVtHAYLENADAzM6usrLSyskK+JQAADodDdCvl5eVIG0SfYrj8trFmFhcXf/755xAEbdu2bePGjUarHWuiuVStU2lgHKaBRQhXSnCkNLambQFjx46Njo4eOHAgj8ejUChkMpnNZl+9etXMzKyoqKisrMwoToGeqVOnHj161MPDIz8/f8mSJampqYZHBQQEtO04AQAYCN7a99O1vebcLU8qElfQcZTgvr17mbshtTKVdsKZ7KAgh6w66ZKrnD8/blVWy/rk/33IK6IEUTEAAOz8RbV5NcUPL3h+tLyRo0xwmncDGsxkKZVK169f/+WXX169etVwWtna2ho2w+PxeDxeLBanp6fn5uaWl5cXFxdnZGQ02JFMJlu7di2Dwdi5c2fzU3s2LnR+fqrnEMn7amGMjumm5eWn2zEjkBIej4c4wowaNer69euzZs3y9/f39/cHAMTExCDTs7a29vfff9++fTsGgzl27Fh6ejqFQjl37tyRI0fUavXBgwfPnj3r4OCQn5+/c+fO3bt3c7ncR48ebd26FQCwY8eOsrIyJA6FVqvNzc01qq2trRWJRDExMSdOnMDj8YcPH87KykLsm1D0oDO9p4FKvAdimkLvSloGtVqDxTY3GrZKpZYrle06np5DZkFZHw/nptt1CNu2bRszZszGjW9T3N+6dYvNZjdTy3D69OkFCxbIZLKzZ882rmXYt2+fXstQUFCwa9eu3bt3t2LgXQmTkjiCkam80QL45MmTNBrNML5dg9vy9e3tAQCGVgAdcSVtgdEqOj4+3rB25MiRe/bsyc7Orq6uRvYGAwICjh49mp2dnZ6ebqhJMVy0J6dnThoXtW/fPi8vLzKZbPQNAwAIGPwwW7+MEk4/ViWox8tilxkuY9v2Mu3s7LZv315ZWUmlUpELCQsLGzhwIBaLJRAICoWCQHiTK2TlypWG/1hYWHz11Vd8Pn/q1Kn1j2rbQRpihqdNZYXVL6+VqLQQ8PU0r7Eg/vOoqPUdyTSKJ5VpJZIqHIxlM5zlZa/dgt7Z6zZ3ElYXN7w61WOC07y7QiaTP/nkk4ULF6akpOg9C3A4nJGJh0qlOnTo0IULF+zs7Dw8PKytrYcNG7Zq1aply5YZnVCn03377beVlZVnz57VJy5tDo0LXSNX4IiNBSrHElQauVT/8dq1awEBAeXl5S4uLmfPnp01axZSnpKSkpKSgrhrxcXFsdns1NRUAICzs/Pjx49Hjx4dHBxsbW1dXl4+bNgwBwcHAIC7u7tGo1Eqlebm5ps2bcrNzS0sLMzLyzNKqGFUi3iQhYaGIvcrT0/Pmpqa5n8bPQR0pvc0UIn3QExT6F1Gy/D4ecZv1+7u++pTCqlZSVb+fpTw+Hn6z//7vL0H1hMwqR+uubm5UqlMTEwcMKAlVrKPHj1asGDBBx1SVFS0a9euXbt26RPIdXtMSuIIjRu9L168WCKRxMTETJo0CSkx2pZv5CQmHrrFaF/0m2++AfVW0Xondi8vLy8vLwDA1q1b+Xw+nU5HNjmtrKw2bdokEommTJlieLb6i3YvLy+xWKz/Go3Y2/+L4Tcy7cxFdox3NjxTi6xr+fafjZjW4FGtAYZho0gK+jWVXsXwPszMzFpwVHvgZEYY6ES7/GeOWKbeHNaAd33zkarlW1J/+in7soOZmk4SAYCt5FM+1YlYFQQz57eKBkEFlWrXxI6uCU7zbgzyMzZMw1n/zvPjjz/++eefBw8ebPLpdvTo0bi4uMOHDzcYrKERGhc6ydJKUosjMozDu+qR1JBIVm/n47Nnz/z9/ZGAu3g8/tWrVz4+PuXl5b/88st3332HtBGLxVqtViQSAQCIRGJERAQwyJZiqGchkUhKpbKysvLgwYMhISH29vb9+/c3GkBJSUn9WiRADwAAgiB9yhIUPehM72m0WOIlfFGVSNLL1pKE6zLLQxQE05zmXeZnVMcXKpQqmVxhpGUQiiW1PKGbk/E+tkqlVqre+6RE+SCe5xQEsl07exRv+fzzz9esWePn52e0EVReXr5v3z6VSqVQKJYuXdq/f3+1Wn3o0CFbW9urV69euHDh1KlTJSUlGzduROKunz9/Pj4+Xq1Wjxo16n2hs4qLi3fs2LFjxw4LC4tm9iIUCr///vu6ujocDjd37tx+/foBADgczk8//aRWq5HA/iEhIe38JbUKU5M4eHfXvayszMi1AY/He3l5JSUlIQ4CSInhtjyVSn3x4oWXl9fvFy8qMHhRTZVz+1jOdySGq+gmazEYTIPt9cvvjMLyQLYrHo9vRJvWm+nxy7Cd8x//tw+r1NuuioxXcyXEjGKXWr7DrVFHKVjTTRH6559/CgQClUplZWWlT/j3QZw7d2727NkAAK1We/HiRSSz5vvgcDgqlYrNfusZ8efH7GdFIksKlm3V8m+pRs4Lv7UYR85dMiKXRnxrrMe1MH9xzsrMSU63VwAAanLIpcnWITubUPok5peY06kelmYmrmgz4vr16/XNjvB4fOOpCjodZNcdMcl5H7dv354yZYqRikEikRiFSLx169apU6e++uqrxs3xGqTxe7t1wJjSlGwL98IGa8U1eEkdbO7x5raZkpLSt29fJDQjAKCwsPDChQsuLi67du369ttv9eo8Hx+fjIwMxDAwJSWloqLCUDOSmJio1WphGFapVHV1dVQqNSYmZsaMGcilXbp0qU+fPoZjiIuLM6z90MtvEKVak1fHt6aSLSmmewdrDSb4QEdpV1oscaFcodZqpUoVqmXocpjmNO/yP6OYe0+fvcg8umVNZw+kO2NqP1w6nT537tzDhw9v2LBBX6hUKtevX79jxw5XV1eJRLJ69eqNGzc6OjreuHFj2rRpv/76KwBg4cKFcXFxO3fuFIlEycnJ06dPP3DggFKp/OSTT4KCgoxcZAEAxcXFn3zyyYYNG6ysrJrfy1dffbVixQpfX1/EF3fz5s02Njbbtm3bs2ePtbW1QqFYuHBhcHCwaQYaRDAdiSNb96Dernt+fj4EQUav48j7ro3NG+c0w215S0vLdevWkUikjJIKoVJFJhH9rMxBQ1YAPZZmCv0j55C0jy7syzxzK/UJTylxolhOZ41ZMWKGKasYkpKSiETiRx99BAC4ePFieXm5vb19dXV1TU2Nj48PDMNSqRSDwXA4HBcXF0R3KRAIqqqqPDw89B7vWCy2uLjY2dk5JSUFuVfo28hkMgiC5HI5k8kUCoXV1dVSqRQJhGF4niEsWmuuQqvTTri3kmmRGurDMaoi+/M4UzSaIy5Ucwivw6tVlMA1h0hM4xuaEToMXPUo2dzb1dKv4RChpsnt27fpdLrR4rNdb6dxcXFEIrFl1nN6kPCHiNL5fchksvoX8scffxh+zMzM3Lp167Rp0xA7pg+l8WnuGjnvwbrTta+rLT2lRlVaDZR20c3zoxUw9o3hQGxsrF7FAABgsVjFxcXR0dE6ne63397koViwYEFQUFBcXNx3331Ho9GKi4s3b95cWlqqP8rNzW379u0ODg4ZGRnz5s0DAAwdOjQ6OjozM5PL5VIolFu3biFZSxGMam/evDly5MgWfA+GCBVKoVwBAdBdtQym80BH6RhQifdATFPoprvOaSZKpUqpUnX2KLo5L3KL+nq5dPYo3iE0NPTOnTvJycl6m8m4uLihQ4e6uroCACgUysKFC69cubJq1SoIghYtWlQ/OJa7u/uwYcMAAHg8vn///kVFRUZaBq1WGx0dvXv37u3bt/ft2xex8Gyyl/T0dEdHRyT6FJlMnjVr1t9//z1v3rw1a9YgUQMgCCISiTU1NR8UrrKDMUGJg3eN3m/cuNHkS7bRtjxyOJFElAFI10mW86ZM84XuTLX9YeCXAHzZ3kNqK549e7ZixQrk/2nTpgEA0tPTEevu48ePL1u27N69ewUFBaGhoUeOHFm4cGFNTU1CQoKfn9/p06cXLVqEHDhy5Mhr167NmzcvISFh6dKlOTk5+jZmZmZlZWWTJ08Wi8V//fVXcHDwlStXPvroI8M2+vO0mF/zb9aqc2fXUzEgCAKFCb7y27F9z4Xv8/YcBGGajmEkXrQL87ooVa7y+GYRa+W0+Pj45ORkxGp90qRJmZmZgwYNajA3hEAggGFYH3u14+nXr9/EiRM7rLuXL1/SaLRmahmys7P1/+t0OrlcXllZGRcXl5ycvHbt2sbtj8LCwq5cuTJkyBBEh1JSUnLu3LnExEQymSwUCrVaLY/HW7dunbu7+4IFC4wCFgAA6HS63nfgfTQ+zXFkev/VPz8/sNhnbLFTEF9v4yKpxaVddCMwh7pFvc3gsGXLFqPDDx8+3OBp161bJ5PJJBIJoi9wd3dHct/Y29vv3btXq9XW1NQsWLAAeUyzWKy9e/fy+XzkiSmVSvU/QgiCGqzVh3vUJ0b9IHRABwDoxo4WpvlAR2k/UIn3QExT6F1ey4DSAZimt88XX3yxdu3ao0ePIh/Ly8v1+cMAACwWCzGndHBwaDD+tuHbHg6H02g0Rg0gCNqyZQudTl+6dOmmTZsOHjwIw3CTvRQWFr569Uq/A69QKLy9vTEYjFgs/uabbxQKBQaDEYlEJu47apoSNwRNnN7mmL7QWwwMw0Y3AQ8PD5VKlZubq/eTj4qK8vT0tLCwePLkSWFhoYeHR2VlZX5+vlKpRALLMZlMLper1WoBADgc7tatW/o2/v7+kydPdnR0PH369OLFi/F4POKFbthGf54WcyTn1wGerxvxbSCRlVS/uguyl5sxTadKkZVWa1JzwyL8RUJpysHzrJXTuFxuRESEl5eXUqk8fvy4lZWVRCIpKSlxd3fHYrFisZhMJsMwLBKJkpKSIAhC4qrqTUKkUikMw/r2rbnSVqJQKB4+fFhaWuro6BgaGlpXV6dWq52dnXNzcxkMht7WCRk8n8/38vLKyspydnZWKpUPHz7k8/ne3t6DBw9GHElycnLKyspIJNLTp0/rJ4+oz5EjRww/4vF4a2trNze3gwcPNnn4F198IZFIFi9eTKPR1Gq1UqmMioo6efLkrl27fvjhh3/++WfWrFm1tbW1tbV6IyxDmtNFk9Pcwjto8KYL6ae+yLldaOEmx+DV4hqKqBz2mPCp+7ilENTcZBZGkEgkw8TDhsAwbCgU8O+XhvyvVzGcP38e0Ro3WIvSCN343o7SIKjEeyCmKXRUy4DSNJkFpf7uTp09CmPMzMxmz559+PBhZFOayWTy+Xx9bW1tLRJJocXvuxAEIT60I0eOTEtLQ/Y8m+yFwWAMHjx4+fI3CeQ0Go1arc7Kyvrtt9++//575JVo/fr1LRtSh2GaEkdpV7qx0Fkslj6/3Z07d9zc3OLj43v16jVx4sTq6mqkjVKpBADI5XICgUAgEEJCQmAYNlowu7u7X7p0CfEJN2yTnp6uzyeK6CsRd4n3nacF6IDuRW3ByAHCxps5W9c+LHq2GRinJKgP3oKhwUClRTVCsZzq/WYDJC8vTy6X5+Xl+fr61tTU3Lx5s0+fPidPnly2bNn169ejoqJoNNrly5fpdDpymYYmIebm5gqFQt++NRfbGmpqapYuXcpisQYPHlxaWrpkyZK+ffsSCITly5enpqampaXt2LFD3/jo0aM+Pj5eXl6HDx8eNGjQ/fv3IyMjkYSI58+f37dvHxaLLSgoqKqqwuPxqampja/h/f39nz9/3sxxjho1qv7GO5FI3L17d3V1dWFhIRaL9fLyQn5Xu3fvLisrYzKZZDK5OV0YjsRoVM2Z5nRn9tAtseKKAn5+hkYps7d0YHoHYvDNCrzdfvTv39/Dw6Nzx9BF6cb3dpQGQSXeAzFNoaNaBpSm8XI2Udv+iIiIu3fv1tXVsdnsAQMGfPXVV1OnTkU2DC9cuDB2bJvl1Vu9evWyZcv8/f2b7KVv377Hjh2bP38+olCIjo728/ODYbh3795ICZfLRXJ6mTImK/EmEWbkSzlleAuGWZAvTGjCeBjFkK4r9CaJjIw8cOBAZmamTqeTyWQRERGvXr0qKCjgcDiFhYW1tbUAgHv37hUWFubk5Hz66aeenp5nzpxxcXEpKyszjOAYFha2YMGC8+fPAwAiIiL0bfR+45GRkUeOHPH29k5LS4uMjDRsY3ieFiBSSXEYGAs3lmUQAEDFq2oV/MbbIGBIBPrJTa8PXmT6sv13vdGKKpVKpVJJIBAKCgqoVOq4cePMzc1TUlKMjnVxcUFugIYmIebm5u9r3+YkJiZKpe8EDggJCUFiCh47dmzw4MH6kD3Dhw+fO3funDlzAABRUVE//fSTWCxGlu4ymSwuLm7t2rVIy5iYmLNnzyJVM2bMWLJkyZUrV6ZPnz569GgOh0Oj0T7++OP2vi4Ea2trw6S8AAAIgj40l8T7aP40p9q5Uu1MyNFX7xaB8qF043s7SoOgEu+BmKbQUS0DStMUVtSwTfLnCwD48ssvEf98a2vrOXPmrFixwtPTs6CgIDAwcPDgwcj+pCH29vZ79uwZPXr0B/WCxWJ37dq1fPnyQ4cONd4LnU5ftmzZsmXLevfuXVFRYWdnFxkZKZVKr1y5smfPHo1GI5PJhgwZcuLEiW+//bb1l99OmLLE34cwIz/tP9+qa3g0JlUhU0rFcp99qx0/jurscXUZuqLQmwkOh9uwYUN1dTWFQkHCc4wbN04kElEolAkTJmAwGADAzJkzKRQKojR0c3P79NNPJRKJUegBKpV68eJF5P8G29jZ2a1du1YikeiVjw2epwVQsSSVRqfRQhi4MWcriQLLJDSWxcAQjL8H+cTX3vbWhH/Difv6+iIxUA8dOkSlUg3tL5AsAAAAofCtPcXVq1cNTUI6zFFCLpeLxWLDErX6TUqpW7duGaYe8PDw0Bsg0Gi04ODgO3fuIBFh79+/P2DAAH3ShylTpiAqBgAAkh4oJiZm+vTp7X0tHUw3nuYo7wMVek8DlXgPxDSF3sW0DHtPnMdg3nELFAjFWq3u6/0njFoKRBKA0kY4WJl39hDecu3aNcOPTCbz/v37yP9hYWGhoaGlpaXm5ubIaz0ejz927Jhh+61bt5aXlzs4OBw6dEhfaBgo+30dWVtbIy+vdnZ2jfcSEhIyaNCg8vJyS0tL5LWVTCYfOXKkrKyMQCBYWVnpdDqjV2RTo0mJq/hiUVYBxcORYG0Svw3J65KE8M98vWwdevkgJSKB9PmGQ1qlynlRS9IW9kBMapq3B0b7w8jkReI1ODk5EYlEfXhRpLxJ1UCDbYwK2ypKIgzBvZlOhbVZ7taCRpqV1FkOtx7czHNCEKR7N+ZdbGyspaWlUqlksVhG2RMDAgJ+//13BweHkpISCoXy+PHjXr16MRgMvUnIB15QqwgJCWkw+qNQKNTpdEaC9vDwQKJpAAAmTJjw008/IVqGa9euzZ0717CZ4VHOzs76mB3diW4/zXsO1XIeE0/Hwm/ivF66dEkoFJaWljo7O4eFhTk7v3HSTkhIsLGzNzwwISHB1dVVP03qp901xKj2+vXrVVVVQ4YMMUzJ9L6uAQBPnz718fExN0d/dR0KOs17IKYp9C6jZWA52NCpFJlcYVSOwWCoZJJYIjMuh2Efd5MLttlF4QolVFIn+2Q2ExiGDZ9w9cHhcC4urf1hNNkLHo83DBIJ3jV5hSCoE8OzN4fGJV719z/p8/9HYZDFfIn3zuXOSzsu2Pv7yFp9wINl6eBkoS+hMchBga5Pv/rRflo4lk5p5FgUhOZPc61We+zYsU8++eTtsVzuzZs3Z8+ebdRSqVReuXJl5syZTZ6zsrIyPT3d0FNdLpf/8ccf8+fPb9boW0dAQEAH9NJKPmHP/i6H4279Xrd8mRKbXmx7cvz4Zp/yHRXDmDFjGowpiIjAw8PD2dlZo9Egy3tHR0cYho1MQpBwiR0jsgYhEolKpVKr1RoG+1QqlXoji6CgoB07dhQXF+NwuOLi4kGDBumbKRTvvF1IpdL3RSvs0nShpznK+6iU1UXd+bRAVAZB2OPB305lhQMApk6dKpVKf/31V2QCSiQSJL2uv79/NV8sFov1wVn9/f2RaFZGaXcNk/vWr0UoLS2dP3/+6dOnDbUMRl1zudy6ujp3d3cYhuvq6mQyWU1NjZOTEzKhDHsRCASVlZXIyxKBQDA8sMO+zG4JOs17IKYp9C6jZQjw8fhhExr4p3MgE1sVGr1LoJEpyn6/XfnHbWEGR8EXYckEsr211fihTgvHUzzaxiG2C9GIxHUabfqCbQP6uzLMKTKp4vHGIzYTh3euRYNWrqx7ktpvdB+jciqVaGZBq32YYjthWKcMrGvR/Gmu0+n++ecfQy2DRCJJTk6ur2VQq9UpKSnN0TIIhcKcnBxDLQMGg0FSxtZn3bp1+/bta+Zouw3zPcf/mHPun9zqIV7F9Ws1Wujai96LvCZ50Jt7v4Ig6IOS3RjmyNA7FxiahHQ6eDze0dHx5cuXvXv31hempKTok1BCEDR+/Pi//voLj8ePGTPGcNjJyckhISH6jy9evHBzc+uwkXcYPeFp3u3ZkLyPzkxeM4RTLSQv+WfraIdgKs5YI3bz5k0kvW58fLyLu2fik4f64KxOTk4BAQFqtdow7a5Rct/i4mLDWv1p5XL5nj17DG/+RqSkpOTk5LDZ7J9//vnTTz8FAFy8eDE0NPTo0aOLFi0qKirS9xIeHn779u0hQ4bs2bNn7NixEAQZHYjSYlo8zWEIAgDAcCO5jFBMFNO8t3cZLQNKJ6LWNBFyrKtTGRuXufw7BhnvZEs3H+hKIOLVKo1YLK+6Eff056t2M0b67l8Dm+QEbicakbiiqg4CgGFOAQCQyASqGUXyuqRztQxKnhCLxxn5UiGQCFhF5TtZ5WEIBgCgj9D6tH6aC4XCoqIi/Uc7Ozsk4qlQKExISCCRSIMGDdLvKmdkZFRUVPj6+tYPa1dVVYXBYCwsLBAtg0AgSExMJBAIgwYNwuPxHA6npqYmIyPD399fp9OlpqZWVlay2WxkTahUKmtrazEYDLJKNNxw6+pgIPiv8B+H31ggklFCvF+TCWp9VbWQdCvNrw99yJ7AtR9ySh0AADFA6Db85z//iY6O/uGHHxD1xx9//JGXl6fXMgAAxo8fv2TJEgwGEx0dbXjg9evXQ0ND+/btCwDgcDjnzp37/vvvkSoMBlM/1XEXpds/zVsABCDQpR4KmbzXAd7VAABrupRK0JZIqnzMWPWbIel109PT1VotAMAoOOu9e/cM0+4aJfc1qkV48OCBp6dnUVGRSqV69uzZ4MENOGfFx8cjObZycnIEAgEAYOzYsR4eHubm5nFxceHh4fpeHj16tHTpUiRLbv0DGQxG235pPYoWT3MWkyGUK8yIhLYdD0oHYJr3dpPYf0AxcdTqbvKC1SD5e85mLt7Zz9c+sD/LzoFJJBEgCMLhseZMqre3fWioj+pB4tOhS1XcJnLIdScakTjRzhIiEqoreAAAAU8iEUhpvTp5xw9vwVCr1CplA2MWS5UkZ1vDEgczGgmHc6SbtMdKp9D6aS4Wi/P/Zdu2bS9fvgQAlJaWbt68WafTcTicNWvWIKFSDx8+fP/+fSwWe+LEiXv37hmeJD09fdeuXSQSSaVS/fDDDwKB4IsvvsBgMHw+f/Xq1Wq1uqysTCaT5efnAwD++9//vnr1ikqlnj59+uHDhwCAqqqqDRs2/PHHH2Qy+cKFC4aBALsB9mTL5Al/9CP958i9AVcSg+699LiT4f3rk0Hnnw1Yy15/OWw/BvqAZzodi3Vg0AhYTPsNuJ3Yv39/eD2qqqoAAJMnTx48ePCMGTM2bNiwcOHCFy9eTJ06lUh8a0dqY2Pj4uJibm5u5Dq3du3aQ4cOrVy5cu3atStWrFi9erW/vz9S5ePjc+HChQ0bNhjFquiKdO+necswIxFsaGR7BrWzB9JcxjiEPnvtWSMiJRfYAi3lfeZLeoMjjVoL6gVnNUq7e/XqVQwGM3HiRCsrq/q1CBkZGVFRUUuWLDlz5kxd3Tvqez0wDCMWUkqlEofDgX99kTQaDRaLNewFh8MhVUi+mPoHorSYFk9zEg5rQ6N0M9VzD8E07+2oLQNK01BJ3VavWfb77aIDfwwd4kUgNvxUw+GxfQNcsl6VJU/eMPDuj1AXfCNvAY1JHIL6XdyZMm2jLrNMB0G9f9mMM+vklzMYj7MdN4TzKo/Nfie+Lq9OLBHJLYb3NSwk47B97K06doBdg9ZPc3t7e8RpPyYmZtCgQaGhoVKptLy8/NixY8j7LpFIvHHjhr+/v0Ag2LRpEwAgNDR01apV4eHhyBlSUlJ+++03RMuA6CNev37t6+sbFhYGAKDT6XV1dcOGDfv9998nTpwok8l8fHwQNw02m33kyJHQ0FAAAIlEWr16NQBgyJAhK1euRHLQmCAVFRVpaWlkMjkwMBAx+mgOdBzlyOBNu/qvvl/xvEhciYUwvdhuQ2364OAPeJorFAqpVGpLo5jRul7IEiMbhPosWbJkxowZFRUVVlZWTCbzq6++8vT0NGxAoVBGjhxpdJSTk9OpU6fKy8vFYjGLxTJ0DwkJCXF3d9dqtd0gUkM3fpq3GCwMuzLNOnsUH8A3AUtlyfKY5HvudMc7kRubnPsNmlIbpd01jORaW1trVIscMnDgwDNnzlhaWhKJxJycHCOfI4Tw8PDjx4/b2tpisVjktnb//v2ioqKMjIwVK1Y8ePBA38uCBQuOHTvm5eWVmJg4ceLE+geitBh0mvdATFPoXUbLkJFb8E/Kyw9yIqVRyDPHjMD2jGVhu1InlHTFl9EmUdYJMlftGzzA7X0qBj0+3vYJSZziE3+6fDK5Y8bWuTQucfOBvcKLYuQVtQQbC6ghP4WOx2ffmidB82FQ4eZhg7hOVFfw0jLLep/+FmOSd14TpPnTHIIgfdB+BMP93Mf9AAAgAElEQVR4eykpKXFxcXprcz8/P/2WWlBQ0O+//67T6aqqqvRrRWRdBwBIS0tLTU3t06eP4VrO398f2UYePHjwiBEjzMzeLgZIJFJYWNj58+c5HA6Px9Pv1OmTBWAwGCRLpQkSGxubmZkZFRUlFAo3bdq0YsUKd3f35hwol8ufPHkycuTISS6hLe4deekPGDSs+93YV61aNXLkyAkTJiApKktLSxMTE9etW6dvUF1dnZ6evnnz5gYPt7e3b7DcwcGhPUbb8XTXp3mPAg/jvg9a933QOqNyMpmsT5g1ZcoU5J8xY8bkl1Xrc7IaBmc1SrtrFMnVqBYAMHDgQH9/f4VCYVho1LWnp6e7u7tcLkc0BePHjwcACIVCJLKsYbxYDoczZ84cCoUiEAgcHBysra0ND0RpDeg074GYptC7jJYhLTs/Ie3VBx2CxWLGDh9ozkBNo1uLvWVXUvM3n4L95+ztzGj0ph9pEAT5su0St5xwXvxRNzBnuHjxoj7pPZ1ORwKtOzk56Rs0LXEIIv5rEVBeXi6Xyzs3UhrBljkk4eTLT/feuf2CYkaRS+QEa2a/S7uNDBlQGqH50xyGYSMtQ21tLWJnW1paevTo0ejoaL3SQa1+Gz5ArVZjMBgYhkNCQvT7Y4sWLUJSSBIIhB9++GHnzp2ZmZm9evVCagkEwt69e/l8fkpKysaNG9esWaMPtZCbm3v48OHPPvts4sSJCoVi9+7dSLnpW3vW1tbGx8fv3LkT+divX78ff/zxyy+/BABIpVKtVovoZaqrq62trWUyWXp6Oo1G8/X1BQAUFBQ8ffq0b9++FhYWKpUqKyuLRqMhs08oFGIwGA6HQyKRPDw8Xr16pVar9Wb/RucB/0q8frmJo5HIuf+k8Z+/EqfnSfNKFDV8jVyhVakxBAKGRAi3Jp9KiX7462W3Xt5iPIh7/Hj9+vXIjxMA8L///S81NXXlypXdwCqhZXTXpzlKI7xP6EZ5do0iuTaYhZdMJjepBYBh2KgNovIz6sXZ2TkmJkar1dra2iJpNesfiNIy0GneAzFNoXcZLcN/xodPCBtc35ThwC+XZArlxmXGsc0BAAQ8jkjoQRH72o+CihpfVjfZyTGk/Pc7/dk2zWxMZ5CJZAL3n/RusHAdP368Vqvdu3fvhg0bYBiWSCRGDT5I4qWlpXw+v5lahuLiYmQL98NG3AyI9laBf36n4otlRRU4CwbJ0brNu+jefJDQPTw8UlJS+vXrh3y8detWcHCwRCLZsmXLli1bEK0BQnp6ekVFhZ2dHQDg7t27ffv29fb2PnToEOLIoFQqN2zYcODAAQCAt7c3Fotdu3bt119/jZQAAO7fv19dXT1z5sywsDCRSPTq1Su9luHly5eRkZFIIvdHjx59wKXqdLX3kysv3RUm5yhq+RginuRsazUhxG7yCIIt8wPO01KeP38+YsQI/UcqlYqoGAAAqampSqUScf04ceLEqlWr9uzZM378+JycnOfPn8+dO5fL5YrFYpFIRKVSd+zYMXLkyOzs7H/++efjjz9+8uTJkydPxowZc//+fYFAEBgYqFKpXr16NX36dLFYbHgeRLFYUFHjbMkwOn8HXH7LUPHFFRfvlf1yTZDBYdgwzCkEKzKBwiQS7J0wGBiGIY1Wq1Fr5TJlb5HD8xxecdp9vFixOHAQv4b+Q1yZWK3T6oDKI3Ti8Km9+hibjaxevbp+FNJuSZs8zXk83rlz5xgMhlQqXbRoUYMWQwkJCa6ursjqEaVzMc1XOCKR2Jz0QygtwDQljtKumKbQu4yWAYIgOrUBUxDk9YJhelYi3QkvJ9umG3U1lLUCJV9EN2s4VV6DWNIJvKfdQcuAxELDYDDIvkFZWRkA4PXr13w+v6KigsFgEAiE+Pu3WCxWWFiYVqv9448/kOzxM2fOfPXqVW5urlqt1ltgNsilS5cEAgGRSJw1axafz//1118hCOrfv39hYWFmZmb//v2tra0N27RVJjycGRVn5tl0O5R6fNA0X7Vq1ZYtW27cuMFkMrOzs1ksVmho6P79+1Uq1dmzZ5E2AQEBoaGhgYGBx44do9Pp1dXVJBJp2bJlMAwHBQWtWrWKzWbn5OTMnTvX0PqARqPNmjXrxIkTixYtAgAMGzbsq6++KiwsJJPJBQUFW7duBQBAEHT06NGJEydu3ry5qKiIy+WyWKzCwsKXL182GZmcF//y5Se7AU9gb0W3Z1IJNvZajVYsFlQfuZD7zU8un0z23LwYxrdv7DE+n+/j4wMAEAqFP/30EwBAJBJt27atfkuFQrF06VInJ6fa2tqDBw8CAHr37p2SksJisWJjYydNmoTkRNi5cydiXRIRETF06FBkkxAxUUYsJozOg2gZvJxsBXy+0flNEEl+af6OXyquPrSyNXOzYViO7tNgQhlEZhQq0cKKTsU4/Uz3+D8z11oYb1eDp2uFWCoJgoAWdvgrW7H+cToZh5kTYPnJIFtHBh4AgOiqegJt8jS/du3arFmzmExmRkZGRkaGh4cHmUyGYVgkEtFoNIlEAkGQo6OjhYWFWCyGYbikpMTd3R3xaaqurq6pqfHx8ZFIJEgVm80uLi6m0WhMJhMAIBAIqqqqPDw8TCQ9ajegW77CoTQCKvEeiGkKvctoGVA6kQxOaV9Pl6bbdSkUlbVE6ocZzRLxWHFxZTuNpxNBgkUXFxdbWVktWLBg27ZtvoGDFi5cuH///rCwsJiYGD8/v969e2dlZcXExJiZmdXV1S1ZsqSREz548MDe3n7q1KkZGRm3bt0SiUSjR4/28vKKjY0NDg6m0WjW1tZGbdrDugHlg/igaW5lZfXjjz9WV1fzeLy5c+cixguff/55/ZbI2rWqqgqHwyGrCADA9OnTx44dy+PxkFhfAAAvLy+9kcKQIUOGDBkCANi3bx/yt6amRqfT6fdF9+3bx+Vy7ezsjh49WlFRwWQyyWTylClTCAQCDMMbNmzQ937o0CHDwZSc/it7w8Fe3g72Pu9kuKQxyHYOQO5p/fLi3fgHyYGx+/CW7ZhHzdbWFkmIQKfTkdEiKdyM0Ol0Op3uwoULJBLJzMzMaNFVVlaWl5eXlJQEAGAwGEiwTHNzcwAABEHIPwAAJFB8g+fJ4JQ6mVPed/76lJeX37hxAwBApVIHDx7s7OzcYBt9p4ZOWC1DUc3LXn+w6u8nLBerESN64QlNv7FIIOw+c+9D5l4e7szBvWxsrSgNpiisqZM+ev3/7J13fBTF28Bnr/eWcum9QhpJSEISOghIQgnIK4qKgKACiqAgCIqiCKigFGkGEFAUQjEg5QeK9J5KKun1cinX++3d+8fieVz65e5S2O8f+Vx2Zmdm79nZ23nmKS17t2e/Ge24epQrm/y8vAt199dco9P+WnpJrdO86juRgnuaqmPIkCGHDh2aOHHi4MGDMRjM8ePHJ02aRKfTT548OXfu3IsXL9bW1pJIpKSkpJs3b6pUqvDw8NTU1EWLFuXk5BQUFAQHB+/fvx95IHC53NWrV0+fPv3kyZOLFy+uqKi4d+9eSEjIwYMHET0jSs8ZkK9wKB1gtsR1er1aC5Pwz8vzcCDRN6c5eiehdE4fvHF7DoTD6nXdCCYKANDr9JCVNzl7F8Qxm8ViTR0/GgCARFkvLS1NSUlBSi9evMhisaKjowEA58+fR94X7e3tTdrJysqys7MrLS3V6/V4PH78+PEHDhyg0WiGVAKt69jsGp8rbt26xWQyQ0JCulLZjGnu6OjYRYtoLtfUNYlKpRo7VnSMwa8egUQiIVH6sFiswdC9U097Xvr14pU74of5U6mkNiuQSIToKK/8/JqHUz+Mu/qj9SwahgwZ8sknn4wZMwbRsJSXlz958uTfMZCEQiEAQKPRVFdXnz59evr06T4+Pkqlcv369caNeHp60un04cOHAwDS09OJxI6inLbZzhB/z/3797fXfmtqamq4XO6YMWNEItGPP/64atUqQ1xP4zoAgC5GsuyYqgNniz7e5erCGjNmcBejOGcQ2NNdRzh4cl6K92TQO/KXdLCjONhRIsKcbmTUHdma9evL/qN9rahX6jt0d5q/cm1lnuwaDgsfKTtzfdIh5GBoaKiPj8+DBw/S0tJmz57d+qyUlJScnBzkc1JSEpvNzsjIAAD4+flpNJri4mIej+fu7p6UlITD4XJzc2NjY0UiUVNT06VLl/z8/Hg8XmlpqVqtNs70gWI2A/IVDqUDzJZ4WbOwSaYY7GRPR/3N+xt9c5qjWgaUznlUVBEV6NXbo7AwJBcHpUSm14Ouh4qTa2CyV9sRyAcGBsP1jOLKmEG+SEoXBoMhEomYTKZQKEQWFcjS6MUXX0RMsu/fv2/SDofDmTBhApfLlUqlVVVVVVVVy5cvhyBow4YNSN7B1nXMG3BeXl5ubq5Op9Pr9cj2KZFIdHd3j46Obu/1lCeRVbQImSRSMNfOvE47GIxAIEhMTOxhO1euXDGocnrImTNnvL29u6hlGJDT3IC6SZQz/6uYKO/2VAwGBg1ye/CovGTjoYD1HRns9AQmkzlnzpwVK1ZERUUplcqWlpaRI0ciRSEhIcePHxcIBHV1dVQqdejQoUePHvXz8xOLxTKZrKqqysXFpaSkJDs7e/z48V999dWTJ08kEomHh0fHMS9N2qmsrAQA3K+oZXr5Hjl61N+o/TYtFAAAWqVMD8MEAgEJ/+bi4iKTyZAHgrHrE1IZUZTU1dXl5uYCAKqqqt577z0KhdJFJymtWJYz70vZ/by4od5dic6LkEZ1X+w0dMRYP1/vrgbBolJwIxM9/Pxk//fbkw8TnVeO7HNOrRanu9P8Qs39JeOziTh40zmyAlaRsUQAwJkzZ6ZMmTJq1KjIyMi0tDQGg6HRaAAAhqDCxuonQ/IXAMDp06cHDx48bdo0Pp+PwWCQIsOzWqfTEYnEESNGYDAYg4eFDZCpNXm8JicG1YPF6Lx2P2RgP9tRWmO2xFVaGACg1sIAzc3V3+ib0xzVMqB0Th+8cXsOjkGl+bi2NIntHLr6YsFvkkSNibLqqPoIxhKfOXPm7t27/fz8SktL33rrrczMzNb1L1++XFJSAgCwt7efNWtWcnLy7t27g4ODCwsL582b19TU9N133wUEBFAoFA6Hk5mZGRsba1LHvHHevn374MGDEREREARBEKTX66VSaXl5OR6P/+yzz0aMGNH6FJFCCQAk02jM67HjwRQUFPRcy3Dp0iUvLy+LaBkgCEKUL11hQE5zA6WbDrm4sFnsLllPhAS73Nh5wmvJLOv5TcTFxcXExNTV1SGTwnCcQCBs3LixubmZw+EgQfWCgoLUajWDwVCr1TgcDoPBfP311xAE4fH49evXi0QiAoGA2HEgWj8AgLu7+2uvvYZ8XrduHQAgIiKidTv3q+o9AoJeiIvB6HWG48aDFJbm1t1Lb8i6JOc3QxhQIoLui4hXf96iIDuROM6IfYqJ65OdnR341wkrJiYmNDQ0OztbJpNRKJQuOkkpqhvujV1iT8JExPliupwoN43qvtQtLnlKkD2n28kjXJ2oM6cE7rxYQsFjl8T3RddWC9LdaT7cKeRStgiP14TYeSAqBgCAr6/v1q1bETe6pKQkAMCxY8dcXV2rq6s7bo3JZJaXl5eVlVVUVLRpBjV+/Piff/7Z09OztrbWZsEy5BqNTq+Xqiz/o9BHGNjPdpTWoBJ/DumbQodu3LiemDi8dwdRUFq57fDpuHH/LQkSArwCuV2K9b3hxyNyperr5QusNjoUkFlcOSSgL5ri9JDyH35v/vFEdGSXLq2RJ8yvE48sPN4N44d+S2uJC4VCFqt7aXKEQiGDwUB2LNVqtVQqRVZTMpmMTCYjx43rmEFqauqZM2fOnj1rfFCtVm/fvv3UqVN//PGHiaU9AKCI3yxQqHBYTLSbhZcTqampubm533//fQ/bWblypbu7+9KlS3s+pI8//tjFxeW9997rSuWBOs0BAHqd7i+XpPgYb0pnhgwGMrOr7D583WNeslUH1rvcrawDAES4OLb2wpXWleUd+VRSk+0+tJE7SETnqrB4/f0sRiOfEOmkrM91/PMWwydm/OwPv/phx047OztEx4fH4419JWJiYng83oEDB1avXg1B0LZt24xrtmlpLymouD9+qY8b29vbdOZ2QBaBNcF9THLKYDNUDP91LVWfOFN0+CW/iYF9MR+YpejuNJdqFHuK0hSwanHQLA7xP428Wq1G8tci/m5qtRqG4a7kB5VIJFQqVafTYbHYNg1wdDqdTCZrnUPRejTK5KVNQgaJOMjSBm59hAH8bEdpE7MlnsdrkqjU/vZsO+pzmuu3/2LxaS5Rqk48yDP8m3vz7rwZk0IDuhEyv6AgH7VlQOmccL+2bWj7O56Lppd990sjT+Tg1MmOpVaryy9uCNr78fOgYgBtSby7KgaTUwgEgmHD1tgb34xmjYEgCAmtbwyBQHj33XePHz9+586dKVOm9KT9ng/GDDAYjL51zt72qaurO3v2bHV1NYVCCQ0NnThxoiHOBQaD0el0MAynp6cjRigRERHJycltBsIYqNMcACAtqMBhMV1XMQAAHDmUhnO3BraWAQNBurbutPoH/8v56SP/sTVD5wgw2Gcq4Ek65zCpc5gUCmJcPnn+zlfFTOeJxq5PUqnUUFmhUOzZs2fVqlXIYrJTJyl5Rf29cUuCve1d3bux2JNjcFNdR44Y69cTFQMAgE4jTBjnPfdESe4H4Q7UARspprvTnIYnfxjyWuvjBAIBiY1i+LeLDSLqgw40yxgMxpYqhueBAfxsR2kTVOLPIX1T6KiWAaVz8ipqQ30GYC5xDIkQ+ftXD5M/jCHimO2bUsOwLjO7kjM5gZvUU2P4/kJ/kXh7C3IymYzH403W/Pfv379161ZZTS2ORA6OiIicMd3wppuRkUEikQIDAztejRcXF1+8eJHH47FYrHHjxkVGRt66dYtMJkdGRrY3GKTTxsZGBoMRExMzatQok9frysrKc+fO1dbW0un0xMTE4cOHI6oBk34vXLjA4/GYTOaIESPi4+MNRZmZmUuWLBk9enRISIhEIvn555+PHj168OBBJEcpBoMRiUQLFy5kMpnR0dFSqfTQoUPnzp3bs2dP61VBfxG6GSgqeRRm95agFApJUVlvpfH0EdpUMdTcSi/49ZO4hU+YrqrWpZdvsEsqSLAOEopxS1cVNdxpbn7UtK+ufnBYOOL6ZKxl+P7772k0WlpaGgBg8uTJHTtJqRuF98Yu9ve065aKAQCwjRVo787ueiyGDnB1ovn5sjf8Vbt9ilfPW+ubDOBp3jF6GG4ueticd0tQdldaV6USS2CVFgCAI+IILAawc4W9YgWx41h+4RA00DJoPrdCf25BJf4c0jeF3m+0DFfvZV2+9UgPTN+KmgVivV6/eutPrU+hU8gfzJ1JJqExTHqKv5tpfPgBA3tYaNihdfff3BDg6+jh5dDagFMklOXk1dKHDwnZ9VGvjLBX6C8Sb0/L8PjxY5VKNXjwYORfvV6/du3aR48evfjiiwGDBvObmn7ft7fg9s1t27YhFU6ePEkgEKqqqjpYjR8+fHjnzp3x8fFxcXEqlerbb7+NiIgQiUT29vYGLYOxdsC404iIiJaWli1btpw9e9bQKQDg/PnzGzZsSEhIiIqKUqlUO3bsOH36NIFAMG7nl19+2bVrV1JSUmRkZGNj49q1a+Pj4zds2IDcq7t37542bdpHHz29OV999dU5c+acOHHijTfeQIZ09uzZlStXzpo1C6kwa9asqVOnXrhwYerUqSZfWn8RuhnAKjW2zXyG7YPFYWBFG8vsgURrWwZBaU7e4bXx7xbTuerW9YdGiIeESfCY/05hTeTBGqwDPz9o1HvTpk3DYDBOTv85IsXExJi08MknnwiFQqSm8XG9Tpf5yjpnJsnT0zRhTcc0YYjfswNnJFjMTDQ60unXEwXvJzj52nXD8qUfMYCneXsomurKLuyruZVO4Wgc/Ju8h0pojmoSQ4sl6AEAWhVGKcJJGh43ld3J3ndEoyS5D5/lPfFNImPgeE88h0J/zkEl/hzSN4Xeb7QMcoVSIpe3UjIAIgEPAJDKFG2cowcwbAEDZpSqhqYAd+feHoW14CYlxl3bk7d4S9m1ImcnBodJJpAIsFYnlSgaRAqxUB6w8Z2BbTjdmv4icQwGA8OwQCDQ6/U6nU6r1YpEooyMjIMHD86bN8/f3x+p9ueff96/f//XX391cHBA4jLEjx332buL8vPzkeSdna7Gc3JyduzYsXr1aiSpJwDgtddeW7ly5aNHj5DgZ6CVlsG4U+RIUlJSSkqKodOqqqoNGzZ89NFHhjbnzJnzwQcf3L59e+bMmciR+/fv79ixY+fOnYZgkDNmzJg7d+6pU6dmzJgBAGhoaDAOckmhUJYsWSKXy5F/IQjy8PB46aWXDBVYLFZkZGRZWVnrL7O/CN0MiFw7lbp7od1UCg3RqUuxgfovpgo6vT4n9cOQaRVtqhguNzH+L8tPpYO+CKhd4cUzHA+eXHtrd54k9yp75MyudNqmk1Tp5iNwaXVgTLfzX/7E8PHxZrMYFttLIBFxg4Lstt/m/ZDsZak2+xQDeJq3Ri0RFPz2Vf39S57DWhKXNFLt23gI4Ig6mqOa5qh2DpUCUCepJ1bcbbi64rDH6P8LnLEcSxwI3unPldBRAACVvEbzJK43wuKjsjgdZ1Z63uib07zfaBkmj4qbPCqut0fxnOJsx+7tIVgX+iDvuKu7hY8KeSevVjzMV9W34KhkSpCf+5QRjpOGYSkDc1OrA/qLxDEYTEtLy/jx402ODx061HgftaWl5eWXXzaOBOng5Ozg4FBTU4Ms+DtdjZ86dSomJsagDkC6Xr58eUpKikGzYKJlaN2pm5ubcadpaWkeHh7GbeJwuI8++mjmzJmGdlJTU1NSUozzTXC53Llz5x4/fhzRMgwdOvTAgQM0Gm38+PFIwIsxY8YYDzIkJMTkl5jD4SgUbahl+4vQzYAx2FvcJIZhHbbLOQtaRHLWJAuk+egKei0sfJDffD1LmlWkqOJpxXIAQQQ2neznzogMtBsVSR/sY4Nh1N27iAG1rhGSNkuXFHgkRZc4MhSf/x26wLWRiX+auwTCgMFJ5Q+PbHFLmIrBmRPOQPakuuy7X0YkBpjxxniU7TtksIXDuAYF2J1IL/4+yWtAvsEO4GluQv39izkH1rgOaRz7SR2e1NUNJ7qzKnR6VcBYXP6fB/7+MH3IOzvsB5ma5PQ7nh+hm023FtUmP6lmLMh73kLHmC3x/rVut7YqpPW30cMeLSj31mPrm9O832gZUHqRFrGU/hystFlRQayooN4eRZ+gv0gcgiAGg5GWlgZBEAaDgSBIKpXyeLx//vln6dKlq1evRqI/vv7664ZTdDodv66uODe7sbFR828+SywW2/FqPD8/f9q0aSa9u7i4BAUFGX4nkOD5hlLjTmEYrq2tvXfvnnGnmZmZ48aNM2nTw8MjIiICaUetVmdlZbX2YA8PD//222/lcjmFQlm5ciWVSv3xxx83btwYGBiYmJg4adIkDw8Pw5BIJFM5YrHYNqNU2kboSqUS6R2LxRKJNnJnwzFp7Kjg+jqBW9d8/vV6fW29MDJllJXHBRRVvPKtx2qP/Y9EJtgxSfZUEplCxNEZAAC1Wit/XCi+n1P25QGIQnJ/a7rXO9NxTJpF+3/mFaf6+hGf4dXteZbgIb1Kg1NrsQAAzLN12J5KMlPenH/PIcycyDV5i7f4+3BJ5G7fDHwMsQ5DmuxIMaPTDmAxiFgCNq9BHuJk4Zb7Av3l2d4T9Hpd/tHPeQ9Pxc4rYXkozWiByNAOmV3WWMTL2DHfZ9K7flPesfggbcnzIHQT9Hq94Qfd4mvRnjdokUDRHdAsFNO6/0QFAOj0ev2/Fg0WH5X1MHn7shQmbfZcBWPBQbZuqlkkaU/oxnPBxookVMuA0jkUNLbFc0Z/kTji3W3IXgEAYDAYLi4ukZGRFApl586dycnJyCM1KysrPT09Ozu7urqaTKUGhoQxmUzDL32nq3GhUMhktpGIxNXVtT1bBuNOa2pqaDRaVFSUcaeNjY12dm0sep2cnJA6LS0tMAx//PHHAACdTqfX62EYNvxtbm6mUCgEAuGDDz5YtmxZSUlJbm7uzZs3Dxw4sHbt2uTkZOQSWv8UtZcLwzZCv3PnTnZ2NoPBCA4OHjZsmA16RPBfvyDrpdXOLuyumDNUVjRRB3lbVeeoFUkLP9ldd+yyu4ddQqxPx/kvhC3SiiNn//72iN+aN73fmwXhsBYZg/GbGaxStBTnRs2StVd5/+DKl3N8xBrctuBqOg42KXUO4fEyzpuhZWi88kCRV+Y1PLC7JwIAsoksFyYewlj+ncnJkZpVJxuQWob+8mw3Gz0MZ+xarGq5NmJZMZ7co7WcQ6B8xLLCuz/tUArqQl7/ov9mmBrwQjfGsI4yLJXbW4L2ZMlnvLtg3omGfy2y6jNuVq/XE4kEGDZ9SncFrF6v02oxQG/e6b2LNdbPhlvIUr2Yfed0ANIUhURs75Y2vgrklrOZugHVMqB0jrXVrih9jf4i8dYLewPx8fE//fQTn8/ncrm//vrrnj175s2bN2vWLC2VKdXpiTjs5hXvG57IbUaRNF6Nk8lklaqNWIA6na49LYNxpx4eHkjSh5dfftnQEYFAaDOdm1gsRjb5kcCTmzdvDgoKQnLLG//FYDBarTY7OzskJIRIJPr7+/v7+6ekpBw6dGjbtm2IlgGCoNbvClgsVq1uw/HeNkIfPXo0DofjcrkBAQFNTU3Xrl2DIGjixIk5OTkSiUQoFCYkJNy4cYNIJLJYrFGjRjU1NV2/fl2r1SYnJ5PJT32kZSU1pZsO4Zg0vzVvEuw6SUOLwBkewRkXk5ORPyS8k2xPIoHsSWnDsBtf9PRS26flZnbm7HWOLNLoUcF4Que/wiwOLYJDk0kdHv94vExGkc8AACAASURBVO6Xi5EnN1G8LOB+CQE9AACDgQAAcn4NmY3BtW9YPowtrRyZ014p013R8HeuGWMoWb/Pz6eNsLtdoRxHo9tZRRFApRNLm5/ZA7948WJ9fT0EQQQC4ZVXXulJ42VlZRqNJjDQHMVKz+kvz3Yz0euz9n6glfwdt6AEg7PAtiGJqU14t+ju/pMFx2nB/7eq5w32CgNc6P9irF8wXHJ72/IdGzt0aipvsmwze8DAEvvwrdtRq1RaLal1nU5xZ1AdKEQyFmMwuuwjdPAbYSwFy66cDV+ppZrtYKiddtHBXYrczGqNpj3dEFITgiDDKTZTNKBaBpTOUWv7n1ITpSf0F4l3oGUw/EbqdLrdu3evWLECcXnQ6nSVAjGXRjWY7oN/o0iatGC8Gvfx8cnLyzOOoYC0nJuba9iQNx6MSacGjDt1c3MrLy836VSv15eXlyM2Dmw2m0ajNTY2msTqF4lEhYWFQ4cOxWKxH3300bJlyxDHEARfX1+JRALDMBaLRTQRJl20qXoAvSH0P//887XXXtNqtadPn1YoFC+//LJGo1myZMm+ffvwePx3332HaBmSkpJu376dlZWFfNV6ne7e2CUe9hSFSpOdVz704g9d7C7sp0/ujnk3M6syLNS9PYuGxgZRVk512MG1tCAvS12mCTVHLxZ8sDUixMPBqUv6EQNUGil2qE95Gf9W7JvR6d+xYwf3cCR2BAKbSSNgsQAApaCByDB/KUJiapXC5u6eJcooUpTUuIwKNq9TIQaHp1hlkxZLUKULDj/4q2X5oHljnKPz8/NbWlrefPNNAMD9+/dv374dHh4OQZBSqeRwOCKRqKGhwc/PTy6XYzCY6upqX19fHA4HAODz+Y2NjcHBwYg+USwW8/l8uVyOPJ1MSm1Df3m2m8eTP3bK6i4PW2QZFQMCnqyLnV98c+cRukug23BTv7l+wcAWOgKyBtO3AzDawm19VgcNdlzarQbbVGpYxITeeDDIZcqVSpWKZN4KGQ9Am/sQfQTD2tjEvsAaWgZD463/7brgWp9uxlA7VrIgDSoUKi1da3Lc+LtC3IqR48iPjg0UDaiWAaVznjePPpT+IvH2jP8BAH/99Zejo6Ojo6NEIlEoFIZQBTgMxteOlZubW1NTY6xl6Hg1Pnbs2K+//nrx4sXG3hkXL17k8XjGbheGz1Kp1LhTBJNOExMT9+3b98Ybbxi3+c8//9TW1kZFRSENDh8+/Pfff588ebJxO6mpqVlZWYcPHwYAzJw5c+fOnT4+PiEhIQAAHo+3f//+hIQELBYL2tHCtJf+0/ZCR/QgBAJBrVZTKBQSiYTBYBQKBWLKYW9vDwCoqqoqKysjk8kGAWmFUo1I4jvMV6FQ3X5Q2vXuMCRC3N8/5i78+p9LdwN8HZ1dWDj8f7+AIoGsrLKpWaSM+uMbTkKYRS/0P2oOny/6cPuwWD8a3czY9d4+jlQK4WHyiqF/bmUNHdSTwXBoFBb5qdD1/5o2mAdk1uty9YF0d1dOH4w3VipPZbDOEu35M68+Lph+5ubNm7Nnz0aKEJXfyZMna2trU1JSGhsb7927FxIScvDgQTqdrlKpwsPDU1NTFy1alJOTU1BQEBwcvH///kWLFlVVVZ07dy4+Pv7UqVNTp041KbXZpfWXZ7sZtBRnll/aN2JZCRZvYQ9tAhWOfr3k9p7P2P5DqE4WS5tqMwaw0BEMGgTEigH5a/hgrGgw1G99Lmhr0dWxCbrxh66bJLQ5DOPBdKWR9gaJfMbqdW3GeB4YmOzDG/61koqhzb7MaMTw2eRDp+caPhurJ1qPhIjHGNRDxl8I9C+IlgGDwSAvgcYOFN26nG6BahlQOqdJJGHRBqCHKkp79BeJI6vooqIiQ9gClUrF5/Nv3Lhx5cqVr776CgkPGRgY+NtvvwUFBVEoFJ1Od+XKlV27dtnb20skEp1OhzxzO16NT5o06cSJE8uWLduwYYOnp6der798+fLmzZsDAgLadLvoSqfTp09PS0tbsWLF+vXrPT09AQDXrl3bsmVLXFycYTCLFi169dVXP/nkk48//phOp8MwnJaWlpaWtnPnTqTCwoULVSrV/Pnz6XQ6gUAQCoUTJ05ctmwZUorD4Vr/flCp1Da9P2wvdF9f3zNnziiVyujo6Nzcp/b20dHRv/zyC4vFamxsBABIpVIWi1VXV2c4C89hcOLD7jwo0yjV7m8mdatHDIkQfvgzwd3HpV8cyLuSQ2VRiWSCVgvLBTIcm+42Lzns/f+zXk6ZpquPClb8EB/nR6X1qAtHJ1a4HjxIXpH44BDZ3fwU2cYSJ7EdlWLzwz0oRDgy275bp+g12rrfryTG+5vdKVOn1SrauJN7jgwuHe5R5+soelQKV0jrYRhGPJ7S0tIUCoVAIHB1dU1JSXFzc9u+fbufnx+PxystLR00aFBSUhKbzc7IyAAA+Pn5aTSa4uJiHo8HAPjrr78WLFhAIBAkEknrUpvRX57t3UUHa7P3Lw9NqSQxTfXFFoHhrAoYU5tz4KNha45bo32rMlCFbsBYxWBAq9UiMYwMGoc2V/XGHzpWExgrI1q30AHG+8aG5Z9JU613yJGtgtbttD5ivOxEWtA9e3p3raWst+w0Qxndqb+P8Wjbq9zmceSu6HQAJqIxXt63eVN1fbTGguvu6a3bqeM3EpwcTCobKxewWCwSq8ugrUCKujX+7oJqGVA6x9W+L+ZHQbEe/UXiOBwOhuG5c+caFLR4PN7R0dHHx2ffvn1DhgxBqm3atGnNmjUvvPCCvb09n88fNGjQN998c+PGjT179pSXl69fv77T1TgWi92xY8emTZtmzZplZ2enUqnYbPaWLVv+/PNPZPmBDMb4t7zTTslk8p49e7788suXXnrJ3t5erVY7Oztv3br16tWrUqkUacTNzW3v3r1fffXV+PHjHR0dm5ubuVzut99+GxkZaej0gw8+WLBgQVVVFZlMdnZ2NgQvAAAsX7689Zf29ttvt/ll2kzow4cPRz4MGzZMrVZjMBgcDhccHAwAIBAIEydO9PDwgCBIJBIBAFJSUpBsGsbGJtHp3/Iv3cMzqZzEcDMGwI4LiT6/FZYrZU+qlbWNOAaV7OnUk+V6V1A3ibJe+TQy3KOHKgYER2eWj1yVOWvNsFv7IXPt7Y0lTnV0V7TAWhUGRzTHb0JUS6K5ds/xQfiokEwlUXrg8uCtkUpa5Gaf3gEsTdLZjHouXWeHd4u0C5QH8R8+fBgbGztz5syysrLTp08DAGg0GgCASCSOGDECg8H4+vpmZmYijhIIp0+fHjx48LRp0/h8PjCyjULcJUxKbUZ/ebZ3l8q/jpGZdc6hbedhtQjeiS1VD/MbMq9yh4y2Xi/WYKAK3YCxigGGYcPq0bCKQ5bcbS7nkIWW4bjJ4tx4v9d4gWe88kQiJRmfZbUL7SptBpZGsQ2tVQ+ItqvNmsDop8FwF5n4tLbWhsAw3NroxtuFi8NiDQNobeyg0WhgGMbhcIbYXsiOF7CmXgnVMqB0Tlld42Bv194eBYrt6C8ST0pKSkrqfDfb3d39yJEjtbW1LS0tzs7OiCl+QEDAq6++iqSW6MpqnMFgbNy4USQS1dbWMplMV1dXAEBqaqq3t7fJYPSwTpRZpLmV8xEhsArCCMolTJkjWyxrem1TpLfLTy/O58ZHwHIllkJydHTcvn27QCCor69ns9nOzs4AAGS9bSAoKOjIkSMNDQ1NTU10Ot3d3b317wGdTh88uKde+r0idCTCpTFBQUFXr17VarUzZsxAjiB6HOP1G4TDcifH97BrLIXECPdnhJu/l94tCj78wYVLt3NgWKpBX19uw73Sqv1/eC6abl4LxhLHEsnsgMGNRZXOYVIzmuLlu/hNn9x5PSOa/n5ozzLTbQQhTCOqE6j1esvH/lfVhx6e+ROJLB7pNASPwY0aNWrr1q2lpaU0Gq2hocHYxWn8+PE///yzp6dnbW0tm/3MWo7JZJaXl5eVlVVUVDQ1NU2YMOHHH38MCgrKzs6eMGGCSSnyULIB/eXZ3i10sLbk7I6hr1VZtRcIqw98obL41JZ+p2UYkEI3oP8X8G/cR61WiygBUVBsT2vfjb6geAIANDU1GfRuOp3OSj4mJkA3blxPTBxu7W46pqC0ctvh03HjRhiOJAR4BXI5HZyCYkt0ej2m77nOolgPVOImpKen37lz5+uvvzY+WFVVNXPmzL179xqMJgR3H1f/9Ef96X9IVLIdi0wnE6g0Ih6Pw+GxWq0O1sJyuUoqU7VIVeJGsX1iuNvCadzJCZZKTNhDUKFbD0lBxd0Ri0aPGoTDWfJtQyKS331UPqb8jHleHiYSr7mVXnnx44TFBd1tR1RLvHcgZNz3tzD4bhgm3B+/1FMj4zr3aJd1kHfy0Gnhzo6WtAYXS9RpJx7zPh9mkiJTJBLBMGysYkDQ6XQymYxOp7duSiKRUKlUnU6H7B2Z1DQpteAldMCAnOb1Dy6Xnfsg4Z08a3ek14O/N4VGvf8ryycEOVJWVpaZmWlcB4fDMZnMwMBARGtsG0pKSp48eTJp0qQ2Swek0I0xhGDQaDQajUar1bJYrN4eFApK36K2thaCICKRSCAQ8Hg8DodDzHjbUzdIlKoTD/57qObevDtvxqTQAO+u91hQkI/aMqB0TnZJ1RD//hfxCMVsUImbEBUV9f333+/atWvu3LlUKhUAkJmZuWHDhmHDhiEqhqarj4rX7FZV1Hu4skaOCCKRTLfoETjg6QJDq4Xra5vKPtiav2yb36fz3V9/EWon64HNQIVuPco2/uztaW9ZFQMAgM6kcNi06p/Pe72T0nntVphI3DU+qeSPbbzH1U4h3TFn0IO8s96BM1Z0S8UAAJAWVdIj3Lt1iglFVAXOacelQs4U2ioOpUdNGVNQ2DhWXINp9dLFZLadEwSDwbSpYgAAIMcNG1kmNU1KbcOAnOY1N37xiK62QUcQBNyi+TU3jxu0DJmZmZs3bw4NDTXU0Wg0DQ0Nzc3N8fHxn3/+uYmFi5W4f//+sWPH2tMyDEihGzC2YjDYMvT2oFBQ+hwqlQprBAAA0XFbtVNUy4DSOQP49wmlTQawxPUANEvlbAoJ252Xe1dX1127dm3btm3s2LEMBkMmk+Hx+OTk5MWLF6vqm/OWfiu8mR3k7+g8MqiLO0Y4HNbd08Hd06GlSVK4IbVy++9hB9YxhwSYeVWWYAALvXeBZUreueujRvXUpaVNPFxYhXtPmadlCPFxU2q0pH8TbUAQJmzBdw+2vkHnFlMduprJrOh/XD0U4DFyVre61inVqhYxuWeBNifHZPuHlzvpodM59fPjTvakKQNKlfZxDm/hg+sAvGSRBvsaZk9zUXle5d+HRZXZEAQYnkO8xs1leARadmzmoYfhprxH4dNktunOebDw4dG/wOtfGI4QicTU1FSTag8fPly5cuX69et/+KGrqXZ7QlxcHJfbbmSZAfxsNw7fiESAhmEY1TKgoLRGo9EgagUcDodEMDHouK2XaQLVMqB0zsPC8uigbhjJoPR3BrDEK1vEPImUJMZFuDh268Tg4OB9+/ZJpVI+n08ikbhcLhaLbbzyIGvOpx4urIgRgRizjBE49vR4e3ptdfP98Uv91s7zfn+W5b3Mu8YAFnrv0vjXA5YDi0jCW6Nxe0eGIrtKWcsnuXbvfgYAZFTzIAwm0o2L+/dVgxMQGfzyujv7N8TOL6ZzO1c0lPztWP3Ie8SXB6Fu7oeoGgUECqknd7oO6Gtw2llefJ0e/F3Q/DQXZ4/JeFg3TVThUF7e86asSl1d3YULFwAANBpt2LBhJklzDXUAAC4uLsYHzZvmhce/qfrnsM/werdJcgBAc9mju1+f85640H/qUjMvwHIIK/Io9hgCBe68qiVgOKvUMrFSwCexO5px0dHR77///ldffYUEr7X2qHx8fHx8fNorfU6e7caKht4eCwpKn0Or1ep0Ojweb4hGaYgTab1OUS0DSuc8D79PKMYMYImrtBoAgLaz3EjtQaPRDGGlqvb/Ubzmx8hwTzuHtu2lu46rux3bjvZo61FJdnHoT5/0ivfEABZ679L81317hrWyY0IQZM9lNV/LdH1lQrfPxWB0er0W1uGM7Ho8Rs3C4Em3d68LnlTlPlQItXMnKoS4vHQPuSggcf0hAqPbQZS0EjmO2CO1CwZAC+u4h/43RKcHdElcebXE272nkTV5fFlRAf/Xhpw8hbKHTVmbmpoaLpc7ZswYkUj0448/rlq1qnW4u5qaGtBKy2DGNK/43+GGh4dGrSgiUJ8u3jjeCo8Ywe09e0lsZ/cRM829CMsgqS5mutjIkAEAACDAcAWSmicdaxkAAO7u7jqdTiqVIlqGgoICjUYTFhZmXKewsFCpVEZERCD/CoXCc+fOIQmDgoODx40bZxz1toPS2traioqKhIQEQ+WioqJr167x+XwGgxEZGanXe9ks9oftMbFo6DT3IQrKc4hWq0XyShjciwxF1ns49Im4lyh9nMziyt4eAopNQSXeKWVbj5V+ujd+mH/PVQwIFAoxPtZPcTMj46XVergXXpJQoVsJSWYxg9GjZAodwyBiJbmlZpyoaydHt1vClLjVv9XkjP7n25DSq3bSRgL4tyKshhqLKDlpnte2BtO830n47DSJY04GUFiuxPY46On2PP+zNyIv3Iy8kOHw96UnzS2KnrQmlWsunS8+UHfXFdJolV11GOlFCAQChUJxdnZ2cXGRyZ4us9PS0lJTU3/55RfDQkun0x05cuTAgQMHDhzQ6XQnz18+derU8ePHs7Ky6uvrAQD19fU5OTktLS3bt2/fsWPH7du3jXuB1cqik9uiXisxqBgQiHQ4ak5J/rGNOriXrdNl9aVUe6Ete6TZSWS8zp+WxcXFBALBEC70/PnzJ06cMKlz8eLF48ePI5/LysqmTZt2//59JycnPB6/d+/eV155RSKRdKU0IyNj165dhmY3bdr09ttvNzc3u7u7wzD86Wefvf/++23m0hswGMdlGNhXioJiHogtA4JxZhargtoyoHROuH8b1pgoAxhU4h1Tc/RixeYj8cN8SOTuRbzrGCwOMzTS68Gj4sfvbA7dt9qCLXcFVOhWQl7ZQAm3Yho5Co3IK2p7zSMWi+l0usk2hVgsZjAYAACVXE5sx5ab6Rkcv+5UU/79ujun7u7/WymUEOh4nVoHa/RMTy/nodOip463d/cye8wYAt6wDBbAml+FNUwMXq6H53M8pDCMAYCOffpy8qug5hW2GwBAp9efENX9H8v1vLihQatKoNoFEKlREtpFCb9ekzm7pfJijdfoDxazmeZMSalM8+cfBe83Pp6sqINhHQbfJ9K+dMzFixeLiooaGhp0Oh3ik3/16lUXF5eZM2fm5uZeunTJzs4OAFBYWBgWFhYeHn7+/PknT54wCFBFbfNbb711/vx5REkhkUh4PF5hYeHEiRMDAgLS09ONe2kpekR30tDaitPBcFZR2FrBkyy7oGjbXHKbaORNZI5NNR0EskItE3Vc586dO7t27Zo5c6axMULH7NmzJz4+fuPGjci/CxYseOONN3755Rckp3LHpcbcunXr3LlzR44cMWRZ/r+XX545Y8bDhw+HDh3axcH0R5AHnW3WTigo/RGT2WED+yZUy4DSOQUVdQM42TJKa1CJd4A4+0nBsq3D4vwsq2JAwGAwUUM8b5+/VZWa7jF/isXb7wBU6FZCK1fgu7zSMAM8DqcVtZ0V4vXXX09NTUVWmwamTJnyzz//yOXyH9avXbllawct2w+KsR8UAwDQw7BK1IQlkvHUp14JL7zwwoULF8wOT42jU7Sap3vjZ8W82UxXDo6QqxTnKsRNsBoCYCzN4WlNDKZKLfcgUDKUIic8CQBQo1XOZbsfbKkKIFLzVZIWWP0mx+NNADYrxT/uORE7O9nHo+1kEO3Bb5JfOFv4dlPhqpZCAIBWC+OsMLUtzsSJE1944QUAwOnTp//+++8xY8ZkZWXZ2dmVlpbq9Xo8Ho/I3cvL68yZM48ePSorK3NxcaltFERHt6EUGDNmzIEDB2g02tixY42PKwV8MlvV3hgoHLVS0GDpK+sesFKGxdt0VYklaLWq/2acSqVatmyZ4V+1Wl1TU8Pn8+fNm7dgwYKuN1tXV5eYmGj4l0QiLVq0CHF76bTUmNra2pkzZxpUDAAAgVLn4eFRXV09sLUMCBAEoVoGFJTWtLZfMHY1QqM/ovQavt2PK4bSr0El3h46pTpj5urBg1xpdGvZwONw2MgIj9urdnKGR9ACbGdfgAq9/2Ltt2oIizXxjNi/f39PMmDh2Qy1/OnadQiZeUhQPZHhOJjEwABwSlQHG13NOKr9WUnDGwTKPblgIccTAKDUwZv5T9628wIA3JS1zGY+VY2tgtTDlfyXLhVV+9lHxbrTKJ3HfVAqtY8e1hYXNh6su/2igoccVKu1BKZpjIO+THBwcE5ODgCAw+FMmDCBy+VKpdKqqiqpVAoA+Pnnn2fMmOHo6Hj+/HkAgBOHieyu4/F4jUYD/g0SWVVVtXz5cgiCNmzYsGbNGgLhaS5eAp2tlLSrc1GK8ESGXXultgFDpOi0No04AGswWOp/RkBYLDYqKuq/Uhh2cXH53//+V15e3q00pZGRkb/99huHw0lOTiaTyQCAMWPGdLHUmFmznkn4IhAIaksKqqurn5PMC6iKAQWlY2w5R1AtA0rnVDU0B7g79fYoUGwHKvH2KNl0mIEDLq7dDnfXLWh0sr+P4+NFm+Ku/mjVjoxBhW4lcBSyVqslEK31a6vRavH2Zt2QRm8ahYWFjo6OHA4nLy/P39//2rVrISEhzs7OAICKioqsrCwIgoYNG+bo+FQVZQgEkJ+fHxAQcO3aNalUOmTIEONkB3w+/9atWxAEJSQkODg4GPeMZ9EweKxKqSGS8KEkhg+B+kAuSBPWzWa5ehIoBKOYkxwcoUWrRpwr8BDmqrTJn0itVCs0QH9H1gLrdRQsFgCQJqpT6GABXJanFm0SD04tbQkKdgwKdrDjtK0NFIpVRYVNj3MbXpJUpTXlcOH/wj3KpApqf/Aeunz5cklJCQzDQqFw6dKlAIDk5OTdu3cHBwcXFhbOmzcP0TIEBgaePn2axWJVVlbW1taSmRxXF2cAQERExO7duwsLC3NychISEggEwnfffRcQEEChUAwqBgCAXVB05m6MQoQjM03XqPIWvKQBw/aPsOFFtwGezNHIberholFSaJT/Qo3icLjXXnvNpM6LL764cOHC5OTk+Pj4Ljb7/vvv02i0PXv2bNu2LTQ0dPjw4ePHj3dycupKqQnFxcXp6ek5OTkVFRVqtdrXP5BKpXb/QlFQUFB6BKplQOkcLrunsbtR+heoxNtEVd9csf33ESODbNCXlw+3+lZRw5+3uZO7+pLaQ1ChWwmKu6NcpqZQrZVmQi5TkePNWhX/uwF87NixR48eIS7fn376qZeXF5fLHTRoEADgxIkTN27cmDhxolqtXrp06eeffx4UFAQAWL9+PRK1btWqVaGhoeHh4WQyec2aNUuWLImLiwMA3Lt3b/fu3ZMnT9br9UuXLl2zZo1JdH2at4tMqiCS8GdE9VMYTqNo9pEUVpqwNpxs6u/gS6SmieqGUtgAgFyl+D17Hxjot/CfhJKYQUT6Q7kwlsKeyXQpU8tPi+pZOs2mpqwlwuJdIv9f8r01OJyLA5nmQMeR8BAEtCpY1iipb5Tp1PBL0ur9LYV+WlNnE6lESR3ma873aUNiYmJiYmJMDnI4nE8++UQoFE6bNg2DwRiWoLGxsTgcjkgkqlQqpQZm0igAAAcHh08++UQikcyYMQOpFhAQIJVKp0+fbtwmjkzznvBm5m97Y+cVGzsmwGpM5jFf/ynvYgnWurG7CMXJR5TPBKDFZj3KGmncYZ4d14mMjORyuZmZmR1rGVSq/7xRsFjswoULFyxYkJ+fn5WVdevWrd27d3/22WcTJkzotNSY9PT0LVu2zJ49e9myZe7u7nZ2dhK58v0l75p7uf0GNLUECkrXsY1FA6plQOkckUyBvJegPCegEm+T0m+PunnYk0iEzqv2GAgC/t4OTz7bazMtAyp0K0GPDBTfzrB3tJYSR6yCHcP8zTlTrwcA/Hr0aMmT4s2bNyMeEI2Nje+88864ceOQKn/88cfBgwfxeDwAgMlkXrlyBdEyGODz+W+99RbiBO7n53fw4MG4uDi1Wv3DDz/s3r2byWQCAIYPH75+/fq9e/can8iMCxHcyuDYM3yJ1K1NpWFkZr5SnER30gL9DVnzYCKdB6sq1PJ4CmcMzf7N6szfPYcCAGIp7J8F1fY4AgnCFqmkyxx8vm8sK1XJaFhcg1bFwT71knDTyr9uyv66KbsER8usZZfgaQIcSQ8AU6vy00jD1MJBGnF734pArnGLGWTO99k3YLFYJkcM+9hEIrFB2GyY5lgs1riycUIEYwJS3s9qrLj+Ay5wXBXHWwEAaC4lF132sBs0yXfyQqtcQ3egu/pV/2VTDxcxD0Nz7VwPZW9v39zcbPgXh8O19lmoqamh0+kAAJ1Ol5OTExQURCKRQkJCQkJC5syZc+DAgU2bNr3wwgt6vb6DUhOH6u3bty9evHj27NmGIyKZwlidMYBBQz+ioHQFm00TVMuA0jlkoi2WVSh9B1TirdEp1TU/nx+eGGCzHp1c2IXXioQPC1jRwTboDhW6lbAbE1116baPdRrX6/XNDcLgkUPMOBeCoAvHf7v2Z/rFixcNQRYIBIKxv/fRo0cBADwer6am5urVqySS6cY1l8s1xJlzdnYWCAQAgPz8fFdXV5lMZnCsEAqFarX6GVP88TGVl+74AhBKYgQSaU1a9WiqHR7CAADc8CQMBLngSC44EgCAhsGd8HwatS6Wwg4lMVR63WT60zgRKxx8RbAW1us4uDZuYD+ttLW1Qgfo9aClQRg+IrLrp/QvzJjmEIQZ8vYPvEd/Lbys1AAAIABJREFUVVzZ9zi9BADA9Aoc/MYibsRIKwyw27B9wyQ8nVaJwZFssZUtbSRAWDLFofNAuXQ6XS6XG/7lcrkPHjwwrtDQ0PDw4cPRo0cj/7733nvLly+fNm2aoUJISIhEIlGpVAQCoYNS41mpUCiEQqGv7zNKEH59XWmpOcluUVBQUHoCqmVAQUF5jiDh8UChwncnKBcC79xNJptKJttuKQ5BkJszs+bQOdtoGVCshP24mOxGsVplldAMzY1ikos92a3tyJ0UCkWtfiYHIQzDhqV+TUW5V0DgnNdeS01NXbx4MXKQwWAYh6w7fPjw9evXPTw8EG1CfX29SRfGKxxDdHc+n19XV3fs2DFDUUxMjFKpfEbLMHxINl+o1brjcBgChHHB/9cODdPRF0XBYCngGT98JtZiX6ygWUxxcyTYdy9LxfOAU9RYp6ixndezORg8geM/iF9Y5RIhsUF3DXl0x7AuqVfs7OyM50tsbOzWrVvT09OnTJkCAGhubl69ejViyAAAwGAws2fP3r1796BBgwICAgAAQqHwwIEDkZGRyBTruNQAmUwOCgo6ceJEWFgYUnTnzp1NmzYzGAyFQmGZrwAFBQWla6BaBpTOUarbyJWNMoAZwBL3ZDMYZCKz+xt6DSf+cra3deR5ZxfW/T9ugJ0f2aCvASz03gVHI3MnxlU/Kff143Zeu5tU1Ync3n2pvVI3N7fy8nIkiCNCaWmpm5sb8tnFze3r9Z/iIGjBggVFRUWBgYHg2QTaubm5N2/e3L9/P3Lw+vXrrbUMbeLg4ODu7r5ixQrDkaKiIhrtmemDZ9E4caG82hY3T/suXapNqOGJXV5P7u1RWJEBOc3dhs+pvpbrElFog76qHzmHzmt3xhnj7+9/9epViUSCqBK8vb0//vjjzZs379y5k81mNzY2vvHGGwKBgM/nI/XfeustmUw2Z84cR0dHMplcX18fFxe3atWqrpQas3HjxpUrV06YMMHJyamxsdHJyWnxB8sLsjNTU1OrqqrWrVtnoW8CBQUFpRNQLQNK5zAo1krah9I3GdgSZ5PaTczWAc3XMgNjrWT23i40OlmnVMnL6yjeLtbua2ALvXfxXTP33uh3vbwcsLhuG9F0gESsaG6WhL3Z7qp46tSpR48eNWx4arXa/fv3JyUlIaVkIomAxQIA1q1b9/nnn6emppokp5RKpfb29oiKQafTpaent+m335qwsLCNGzeWlZX5+PgAAPLy8rZu3ZqammpSzW3h1IqPfug7WgYY1vFqW0a8ahpObyAxIKe589DxeUfXS/kEmqN1dSiNxRS9nmMXNNRwZMaMGYbwmSbMmTNnzpw5xkdSUlImTpz45MkTCIL8/PwolGfi4OBwuA8//HDevHnl5eUkEsnV1dU4akbHpcnJycnJT58DHh4ex44dKy8vb2lp4XK57u7uIqn8hVEjXn755dYxO1BQUFCsB6plQOkcvlCChoV7rkAlboKqvlmv1VIo5qgnegjbgSl8VGgDLQMqdOtBD/G1fyG2uOBJcKAl5ZhXWO+/bh6O1u66MSEhITc395VXXgkNDaVQKBkZGWFhYQbXbg0MIx+8vb3HjBlz6NCh+fPnG58eHR194sSJDz/8kMFg8Hi8iRMnHjp06NatWwkJCR0PDIvFbtiwYe3atV5eXhAE1dfXb9iwoXU1p6TE/Pe2CgVSFtvWVkJtUlXRZDcikuTi0HnVfsuAnOZYItln4vyiy9uiXrVm9AE9KPqfp/+0FeDZaIvdgkKhhIeHd1CBw+F0oMvruNQABEE+Pj6Ijg/8K3Qu1/K2VCgoKCgdAN24cT0xcXjvDqKgtHLb4dNx40YYjiQEeAVyrZuRHqXrKNUaEgHf26NAsR2oxE1o/iej+K0vh0V7277rooI6zMwX/Ne+ae2OUKFbFVVDy/XwV6NC3Tj2lkk2UV7aUKvHJdw9AGE7sY+QyWSlpaU6nc7Ly8t4M7OLEq+vr1er1R4eHhAEyWQyIpGIw3Vpf0Kn01VVVRGJRCcnJ6idhVnFzhNNO3+LHuLVlQatik6nv3o1P/rSduYQ20V4tT0DdZrDKsXVj0ZFzHps7yfvvLZZVD9klt+JG/7leQiypEWSDRioQgf/hsrX6XQwDKvVarVaLZfLVSqVl5dXbw8NBaVv8fDhQywWS6PRqFQqmUwmEokEAgGHwyGRmFr/RkuUqhMP8gz/5t68O2/GpNCAbrwGFxTk97NnJUqvUFrb0NtDQLEpqMRNUNY3kYi985ZGJuGUlXU26AgVulUhcjkRh9dnZFXLZcqet9bYICqpbIpM+7pTFQMAgEqlhoWFRUREmNhLd1Hizs7Onp6eyCsIlUrtoooBAIDBYLy8vJydndtTMQAA3OdPEck0zY22iNvXMWUlPGZcyMBWMYCBO82xRHLom5uyfvPWKK3yWqsQ4PPPeYQt+K7fqRjAwBU6CgpKH6f/PS5RbE+wV+dJm1AGEqjETdBK5DiM+VayPQGLw2pFMht0hArd2ji8EBuw8Z2798tlPVM0NPFFWbnVUae/oXg6d167ffqCxLFk4uAdKx4X1Op1vZnlXqFQl1U0Dtq+ovOq/Zy+IHQrwR0y2ikmJfMXX72lM1rCaujhYT+/5KUs78EWbtomDGCho6Cg9GVQLQNK52Q/qertIaDYFFTiJui1cA9ccXsEBgN0Ko0NOkKFbgM83prq99Xbd26XNPFF5rVQWcHPzK2JOr2FEx/aw8H0EYk7TRtJiQgsfNKl7BXWQK8HWTlVvh+/QfHqkdamX9BHhG4lBr36qQ4bnZ3mpe+azgqWY0t3u9+aMPRiYMIFv4RribEFG3yVDc9kINLB0MMjfjSPF3xfXGCVQVufgS10FBSUPguqZUDpnCEBnr09BBSbMoAlroF1T5qEYlX3QpFjqSS4l7ZatVodjkm1QUcDWOh9Co/5UyJObMzKr8/Lq9Vq4K6fKJerHjyqqJLr42//xEnsKIBcF/H1cGqWKXreTs8J//mzukYpnyfsld6Li+sxPu4+K17pld5tzMCe5hgsbugHqTLhkMxffXRwJ4ph0WPaP8OHio+HBjmEj3sh+oUXh0b4R4BbYdfHRNedfZr3RKvE3P0pAEsdEbHwu54EfexdBrbQUVBQ+iyolgGlcx4Wlvf2EFBsygCWeKVA1CyTlzQKunUWwY6pVndjQWhB1GqYYJNQuANY6BZhzZo1r/3LvHnz1q9fn5f3NDDS0qVLOzirvr4eAPD555+3tLQgRzRBLiPzjuliw65ezS8uqlcqVB13LRHJcx9X37xZzH5zSsKDg18d+BFps4fk85qeNAnUcO/c2MYQ7JlDft+YnVsjEVkrdF971FY31zRJI37dAGGei9ehAT/NsUTysNXHdNjRt3YGyVvaDaYjLSXfnx022D94SESQnQMDh8NisRgmixoc7B0XG1awJoj3P464jnj9h2C6x4yo9/ZCzyZ57V8MeKGjoKD0TayVyVKv17eIJFK5AgDAoFJYDHq/1QKjgOigXgitj9KLDGCJwzodAEAHumeZQPVzk0lsvf5BkKm0rCAvG3Q0gIVuEUpKSlavXu3n5wcAEIvFDx8+XLJkya5duwYNGlRUVNTeWSEhISQSCQBQXl6u1WoNR/BsRuj+NT4fv1625ej1k39TmVR7BpFOI1MoBDwBp9PrtWqtTKYSSVVNzVIthHGflzxq6SyCPdO4zR6CwWB0er1Opwd9YAHFiQ8N2bPq3rvfxA/ztVnK2EaeML+kIe7qbqIj2zY99jrPwzTH4InR7+8vu3jw+rZt/uN43onNGKzpAz9nWXCAn7eTcxtyZzApUVGD7i7TgWmykPlfuCVMscmorcjzIHQUFJQ+iOW1DHKlKu3S9Qc5hRQyiUYh6fVAIpOrNdrEqJDp4xJxuD7wOoPSTTKfVA7xRy3uniNQiZtA8XFVShRarQ6Hs/WGp1iqcgu2xTsiKvROoVKpdDodAECn011dXevq6q5cuTJo0KAOTnnlFVM7fOMjVF+30L0fD96+ouV2Tsu1jPrMYkUlTyuRQ1gIx6BRfN0ZQ4PDR0UyIwONd9pbt2keui46r9sK55ljNC3i25/siR3qTWdSrN1dfZ3gcWF99B/f0IO9rN1X3+F5meYQ5DNpHnfI2MeHVpffzPUbVesWJcKRnoaFFGbT1DU0j5GO7Z3NYtMc7OwZgxcOABUDeH6EjoKC0sewvJbh+59P+ro7b1rxFpXy32aLUCJNu3ht/4k/35k9EB7Zzxvhfh69PQQUm4JK3AQMAc8M9RU0iR2cWJ3XthxajVbaImFFBdmgL1To3cXe3r64uBj5XFJS8u233woEAjwe/95778XExCDHN27c+M4777DZ/22ZGh/5/PPP33zzzZ9++qmsrEwsFo8ePXrJko14PP6Zou8v/Fu0BCkybmH58uXvvvtum10fPXr01KlTAABHR8cVK1b4+/sjxzMyMnbu3KlUKuVqTezoMREL37LN19UVPBZOw3EYd9/eHBHqZtW5VlrKL68RxF7ZyQj1tV4vfZDnappTnTxjP/5VUJJdcvaHgvMPHILU9n4NHE9l4zU219G+gwSrAAAXZ3bt39lgQGQdea6EjoKC0new8L5cdT0fhuH/e3G0sYoBAMCi0+bNeLG8hieW2iIlG4plKais6+0hoNgUVOKtcUhKbGix9eOL3yDixA3GENv1LrYgqNC7hUKhOHv27LBhwwAAer1+375933zzze+///7ll1+uW7dOoXgaVbG4uFijeSZFiPGRoqKiL7744uWXXz569GhaWppEIlm3bl2nRcYt5Obmttn1vn37SkpKfvvtt1OnTi1evHjVqlVCoRAAAMPw2rVr169f/+uvv37w1ebHjx7evXPb6l9Wd3CZOSbqzJacJ/zConq9FawtNGrtg4flPD024V7q86Zi0ErkeQXPnYs+2y986AcHxv5wkxu3WcB7/dGxmJJ0ZzKR3PFZZApJUcO3zQitDfpsR0FB6RUsrGUQiKWuXPu2e8JAzg4cgVhq2R5RbICvS7uGhSgDkoEh8czMzLKyMgBAaWnp9evXe9ia66sT6qqb7kibdzWX/yyo3tdcka0UW2KYHVHTIHF9M7njOrdv3/7ll1+Qz3q9fvny5SpVJ9EEEe7du1dcXCyRSJB/2xP6vXv3+PwB8rbdQ3bt2rVu3bq1a9cuW7bs9ddfT05OHjNmDABAp9MtXrwYcabw8vIKDAwsKSnpYpsTJkxAfC4IBMLHH3+cnZ3d1NTUaZGBNrsWi8Xnz59fs2YNgUAAAISGhk6YMOHChQsAAIlEotVqnZycAAAkEill7nwSqZPllu3hJIYPzzwi5jreuFXc0iSxYMs1VU3/XC+kTRkZf/snsjvXgi33cVpuZl8fPPuKy+Sa2Pk3wucI7j7u7RHZGgKN6T582pB3to/+5rp38utabSdBT2EtjKP1ualhHgPjBx0FBaXfYWGPCQ6TXs1rbLNIp9PV8ZvZDLple0SxAdUNzf7uTr09ChTbYXuJ63U64YMCaVGliteCpRBJrg52iREEhx6ZTItEIhwOV1ZWdufOnTlz5ohEIiaTCQCQS6UMJkMmk0EQpFQqsVgsj8fz8vICACiVSqSOWCzW6/VisRgAQKVSORwO2cOJEe5f0lQ/3tkpgEgFAGxufBJOYohgbYNW5UegYCBIroexACpTyTyJFArU0xg0MplSKJBGJQ/vuFpzc3NeXh4Mw1gsNjMzUyaTwTAMAODz+Y2NjcHBwXK5nEKhYDAYiURCp9MNFx4aGnrjxo3q6uqxY8cCALLzi2h4CKmPwWCqq6t9fX1xOFxoaCiRSDRuEPN8RONvzbhx49zd3TEYDIfDcXFxMXwPGAzGw+M/m2QajaZWdzVVanR0tOEzgUAICgqqrKy0t7fvuMhAm10XFBQQCIQzZ84Yjjc0NDQ0NAAAWCzWuHHjZs2aNXXqVJqnn5uPT4RrX1xsExxYMRe+rz91NfO9rWy6wM/bntGzSA38euGTymY9hxlzaTszMtBS4+wX8M5ce7xwU+ggF25YpF6vb6gXPkr+MOzwZ46ThvX20HoHRlRw7emrHddpEciZo2JsMx5rg77C9QvkShUMw3Sq6YOO19TiZP80z5RerxdKZMDIyAuCIBaD1rq1On6zi6Ndx13odHqR9JnWEHA4LFKnK0NqDb9ZWMtvcnW0c7TrJKqucfsCkYRCJhIJBOMKOp2+WShy4Ji+Coql8qp6vlKlZjNo3m7OGIyp9xNSQaFU0alkL1cnEpFgUqHN7gw0NAkc7ViIU1XXv3OU1lhYy+Dm5EAmEI6mX5kyZhiD9l+O9yaBKO3SdV8PFwbN6iGdUCyOA5vR20NAsSm2lLhWqij79mjlnlNEAo7JoBCxQAUwzSptToOAGeoX8PW7nIQwsxsvLy9/+PDhF198AQA4evTo22+/rdPp/jl/dsrsVy9evFhbWxsWFpafn5+QkLB58+bJkyffvXv37bffhiDot99+e/HFF/l8fm5uLp1OnzFjBgDA79MFt95aKXa0E8KaOo2SjsEXqaT35IIQEuOgoHo+x+MvSWO5Wj6KZv9jU/k8jicH2yNPh5KyRq/FM7HUzrMJxMXF3blzJzExMSMjIzIyEgCQk5NTUFAQHBy8f/9+Nps9adIkOp1+8uTJuXPnIheekpJy9+7d8vJyR0dHpH5+TnZURDhSX6VShYeHp6amLlq06J9//omIiGhqajI0uGjRop5cV/8lMDAwICCg9XEIgjr28e4ARINjDPxvaskOijruGoZhMplsZ/ffK2ZCQgKX+1SbsHLlyrKysnv37p0/8VsTr37z118PCuqjq27nlNGOE4ZV7jt9f8tROp3ozmVwndlYbDeUXGqVtq6muYonBgya/7fvO00f+ZxkrDSglSoev7MlOtKDxaYBACAIcnJhE4m4Rws2ji5Jw5JtlM6jT+E4IS7v3S1SiYJGb9taAYZ1lVXNQ+dMsvHArAT6CtcvuHDtvkgqmzdjovFBlVqz7odDXy+fb89mAgDS/75z9uod4woQBFbMmxXk7W58sKqe/8WuI6sXveLr7txBF1fuPDp+4VrrkWAw0NfLF9ixGF0Zkgl3svKPnfvb2925tKrutSnjYsODu3jJh05fIhEJJsH7CsuqjqRf+Xr5fMMRsVR2NP1KZkGpkz2HQiI0CkQQBL00cWTcvx09U4FMFIqlIolsZEzYSxNGGucfOHT6EptJnzt9QutRNQlEn+34ecW8l/w9XUGXv3OUNrF89Mf3Xk85dfnGuh8O4rBYGoWsB0AslWEgKDE6dMroeIt3h2IDxDIFC1UPPU/YTOKCe3kZKavsWOT4oT5U2jPLaZ3Ovb62JWvGKvsXE0L2rMIQzFmx83i86Ojoe/fuxcbGDh8+/Pbt23y5MjA0HClNSUm5dOnSwoULcTicVCoFACB1CARCTEyMm5sbgUC4d+/e3Llzkfr2o6PwXM5f9bU19pxqjSKUxLgk4fsRqDyNslQtU+t1AIBJdEd/Is0OS7gpa57CMH/7SCSQ8RvFo5bN7krlwYMHX758OSYmhkgkIm75fn5+Go2muLiYx+MZhx40XLibm1tOTo6HhwdixOHn51fLbzbUT0pKYrPZGRkZhlOMGzT7olBaU1BQ4OLy/+ydd1wTZx/An+wdICFsZAoyBREBFRyIW6uirdLWqnVU7bBardqqrbZWrastts7q62q1rjpQFMW9GCJ7E0KAQAYhe13y/nGaxrAC4gDu++GP47lnXZ7nnnvud7/hBB8bDIaysjI3N7c2T7WOi4uLUqmEVVRgiouL4TiadXV1xcXF0dHRnp6engOHPH388Ndfdu7+44/OvKROBUMhen45w33R1NozqVUH/s25lsN0sGHSCAwGlUIjNhu1SqPWSSVKkUgmkKokQon96Ci/jRNZsf1Bj4ynLbr7lEojwiIGIzZMGpkkaHiYazss7E117A2CpZF91s9/8uPBqAgvLM58ChkMhuwcLmtMlFVoMyLFrgiyhesSaCGdVqczS4T0eoPBYExXqtXhQb4L3hvfelW3Hj9Fo9G3Hj81kzKYNTFyUP8h4X0BMAAAth88FezrNWJgKAAAjUbjsFgLu2TGqeTbc6aOCenjdScj58qdtNalDKb1a3VQXmlJWk5ReNB/Um8dBOlMGlKqNZv2nWBa0zYu/ZhlYwUA0OsNj7MLjvx7DY1CDQju8yyDFW3jl3OMGhDsat6BU1d+E5xbMjPe+BDQ6qD7T/JGDurfVOPj3PX7OggyGlVZ+JsjNEvnC/WJBHzC+Nhfvvl0zeIP5783/pPpE9Z/Pnv7qkVT4qJNNwTnUu7NXrUF/tuy/4RWo7mTlGL827RzP3zqXMq99MIKAEBmMVuvN+SWc1UabXEVr1Gu5NQJ60SN9Q0STp1QIlcWV/HUGm1OOVdvMGQWsQEAcMEnxZUQpM+t4Co12hJuXaNMwakT8kSNfLG0kieQKlRFnFq1VpddVqXXGzKKKgAAaYXlcEEdBOWWc5VqTQm3TiyVc+tFcEH284IarS67rMpgMGQUseGCBgCelFTqIH1eBVeh0pRy6xqkci5fxBM2CsTSilq+TKkq5NSqtbqnpRy9wZD+vEUDAFklHB0E5bOrFSpNWXV9g1RezW+oFYoFjdKKGr5MqS6srHneIoC7Cl9jVkmlVgfls6vlKnV5Tb1IIq/mN9QIGoSNsvKaerlSXVBZo9Xpsko4BoMBLpJeWGEwGLJKOFqdrqCyRq5Ul9fwRRJZjaChmt8gksjLa+rlKnUBu0arg9g8gbEtuODTUo5GqyusrJEp1RU1fEGjtEYgruaLGqTysup6hUqTz67WQVBWCcdgLFhUoTcYnpZy1FpdIadWqlBV1PIFYilP2Mg1FlRr8tjVOkj/pKTS8HwgMorYBoMhu6xKo9UVcWqlChW7ls8XS3miRm69SCyVl3DrlGpNXkW1DoKeFFeC/wpW6PWGnLIq9fOClTwBXyytEzVW1YvEMkVJFU+p0eZWcCG9Hi74bLIVsfUGQ045V63RFlfxJHIlp05Y3yCpEzVy6oSNMkVxFU+l0eaWc/V6Q2bxf5Ot2Vla3yCpb5BU8gTwLFVptDnlVZBe38wsfT7ZjLMULtjsLDUWfGGWyhRV9UKe8NkslciVhZxatVZrySytqhfBk41dK9AbDK3P0ryKaoVKXVpdJ/pvlsoqavkypbrAgllaVl0vksgK/7meNm5pkI99SHAvMxEDAACNRjm7ModE99HcffIo7rO8kkqZySytETQIJbIyk1maVcoxm6XsWn7/8PDewf3v3L2bkVvo7O75MC0jLzvby89frzdodFC1SIrBYtPzywwA5JSwAQBaAi03N+9q6m3/wMDsEvaBg4dGjJ8kEEtrhWJ4lpLjhzlwtaPwzM9sPTNVjQQUOobKHEq1/cjGFQtQAACNwQAAUBkgAqqF1RWLAZEhIH4kGDUY2DavT2jQG57mV9utmSPHop/N0vIms7SYrTcYssuq4DsUTyAeOvpXYGiYTKmu5ov+OnGyRigePXYcwBEBABmF5QCAYnYVAIBTJySTKbnlXI1OxxOJZUoVp0545NhfGh3UL3Iw3dq6XiyB9Iac8irjWppdVnX27NnSmvoJEyYCHNE4S6vqhXXPpzc8S1UabXZZld7wwn3x3yzVaF+cpRKzWWq6CJvP0mq44H+zVKpQGZdEs1n6pKTSbJZy+SLzWaprbZbCi7BIIqsWNNQIxUKJTKuDFOpnk+1p6QtrKQAgq4QDF5Qp1XKVWqJQwrNUB+kr6wQypVqp1up0UFYJBwDw1GSuJv6+my8QFLBrZErVH/v/7OXmDmEJ1YIGSK//ffeeGl49vJbu2LXH29u7qkEBAJCr1AYDyC6r0uh0OgiSKdUVtXxBo6xWKFaqNRKFSoMhWFlb7zl4RAdBT0oq5QrFipWr9Hp9elEFBotdv+EHPl9QWFkDANBqNCg0plYohpfE0mrjWmq2CFfo9Ybssiq1VlvIqZXIlWyegC+W8ISNVfVCsUxRwq1rfZaqNFrjIlzfIKlrkFTVP1tLlWpNbjkXgvQvrKVFbEivzymvUmm0xVW1Up1WN6yfxz8/BT4+iF/2gdC/d0al6Fry06tXc24/KL3zqOxhRsWtB6W37pVcuZx183ZhtkChHhZBXDcvvPAkc+cSfZhvvVhqugg3O0shvf7ZLK3iwZOtTmQ2S3U5TWdp8bPJplS/MEv5Yim7lm86S5tbhKE8drVC/eyJbzpLpQpVIae26SxtulUQSWTVfFGNQCyUwNNbVcCu0Wh18CwtLqzAN3mRBgBgsegGngCepSKJrLyGL1Oq89nVWh3UdKvwtJSj1UHwLC2vqRc2ymqE4mpBg0giK6uul6uMBf8b+oyiimezVKsrgLcKz2dpNb9BJJWXVtcpVGr4wQ1vFeDJBm8V4IKFnFqZUsWuFQgapfAsbZDKS7l1CpUmr4Lb0lbhxVkqfWGWqjW55VwdBImGhzHjh9+5V9wgfMHxh0KufpxeLmFY2W1axHv+xDcWhCDzrYLJLOVJ5Ep4esP70sbnk63trYJM0Y4Nrf75hvaFWfrChtZslhLxONNZar6hreW3vaF9cZYaN7Sms9S4CDc7SxukcniWmm1om1lLn082sw3ti7P0hQ1t5vOh10JQCbdOqbLUYK1botZoH2UXxo8cnJ5bpFS14aSJgMcR8HgCHo9CobBYNHwMixg6gE4HNUrlrg4sAAAOi4X0+nYVt7e1OX7xhlSuaClD0s1HGDT68w8ns56rUaDRqMgQ/6/mvOvAYvyXYeZkUyMLd2eHL2fFl3FqHmcXmNaGRqHPpdw1a4JbJ3icXdgtzUKVam2NoEEskdc3SGuEDQ1SeXkNX6H+by01fTGfvWrL59//YvpirlZ35LZC3blze/DgNux+LUel1qzfdcSRxRgdMwBWNbGEgrLKXcfPf7LgQ2NKLysK/bW4VUewBL5YwrJGNO56EK/ijbTDAAAgAElEQVRhxGVFlQ+iF/QPdbNhtG3elvGkEjcwJPjPb9vVxM2bN5lMZlBQkFqt3rZt24oVK06fPi1WKPsOH2lDIubeSY2NjdVqtUePHvXx8Xn8+PGkSZNCQ0NPnDgBQVBCQsKmTZtYLJa1tbWdnV109LNFMikpiXC7kPDXzUGR3juE5ZOsHC5L691w5GqtcgHT/YKEV6FReBEoRSrZQqZ7g17L1igGkk3MF53twecfgkYpKKoANlagfwA4fRVcM3fyn19QI3OyH3BphyVfXy9cuODv70+lUtevX79r1669e/d+8MEHN27c0Gq1BoPh4cOHU6ZMycjIcHZ2vnfv3s8//3z69OnY2Fhra+ukpCQikVhWVvbxxx8nJSWJGiVUEvHhw4fu7u4ffvghjUY7dOjQrFmzkpKSQkJCMjMzjRWuWLHCzDtAT+Ddd9/94YcfmrWYGDly5NWrV43/rl69Oj4+PiwsDAAwa9asLVu22NnZNT0AACQkJHz00UdHjhzx9vaur6/X6/WbN2+GPYO0csq0hpaaFggE33zzDR6Pt7GxycvL+/DDDydNmgTnSUpK2rdvX2BgYF2DuEEk2rZ5Uy9XSzU/L1y48P3332/evNlUUaJTyM/Pnzlz5o4dO4z3WtsYDKpagYYv1smUepUGQyVhqSSCPRNv24web+eiUChiYmKmTJmyevXqV93WSyLNLUuL/XTo0D6m+2Y9pL+RWhB1fx+ld49W+q3++1rRikS0QU+nk1AooFRqZI1Kz2UJXss/QDWnJtNF6cZbODgMjV6vhyBIo9FoNBqFQqFWq2Edva7F30mpjVK52TdzhUr9+Q+JG76Y5chitpTHjDvpOVfupv24ZM7aXw8NHdB3eGRo603AbNr7V6i/96jB4e3tkhlLNv7++YeTXRxYP/xxtH+g78ThrTl/Ma1/y/4TQb4eTwvLrWmUT6Y/c3qdXVR+5N9rP694ZqT51ZY9E4ZGDhnQt6UKW8lw5HyKoKHxy4/i4X+37D/hZG97Nz1nxdz3PE00Pn45fIZCJuUWVyx4b7yfV6+WfoSuSHp6OgaDoVKpFAqFRCIRCAQ8Ho/FYuFHQ7NWn7n1YuPxnweOz44fE+TjYXmLBQX5nWwxodZodRA0NCLk+MXrAd7u8SOjO2ytivD2oFRr286E0I14DSOet3Bzbw87S0QMAICQINdbSfdEd7IY0SGWNzF06FD4gEAgwC8DGAxmyvhxLBYLAOAbHw8AKCkp+eCDDygUSmNjo7OzM5wHDhywcuXKpnWOHTsWjBmTll2Vk8ddGuQFAFjIcJfrIRrm2Vo63dqZgsaOo9kDAEhojBPWREcDhwVffgQu3QKpj56l/HsdfPMJqBOC7CJjriqOgCdRR99Yb6GC94QJz57Hu3btAgDMnz8fADB+/HipVEqhUCZOnIjBYPr16wdBEPyeCfuYeHYtAAwYMACNRo8fPz6/rLKPhyucH163YVMROJuTk5NphZZ0rJtx8uTJlk6ZvucDADZu3Gg8PnToUEsHMBEREXFxcZWVlQQCwWgf0fop0xpaatrW1nbPnj08Hk+lUjk5OeFNfFyNHTs2Nja2urq6UaUN9X9LPTJYBApFdGIRnVhvuh9vNbRAL6uBwYWFlX5+TkZnZvkF1czY/j1cxAAAcJ4e5/zeCHFGoayw0qCDSG4OjEHBHbPOe5tBtnA9itvp2YNCAwAA0WFBt9NzTKUMrwE/r14PnxbUXb9nRaOMHdI+/6loFGr25FHf7zqckVccFmAu0BdLZWKJrLe7S0vFW8/Q2805I6/YNIVlQ48JDz6VfHvF3PfglGI2t6Cc8+OSObnFPS7i7yui8/0yYDDoIB8Pfy+3w/9e/eXwmfnvjScTe6J7oe6EFWLR1zNITk6Ojo4mk8nGES8uLqbRaI6Ojq0XtJAHDx5ERUUBAER3nyoLK91iLH3DwWDRvr0dilbuirq3r8Ot5+fnW1lZwSIGI66urufOndPr9Q4ODnZ2ds3mMQeF6vfPTw+HLcwvqPb3c0ajUEYRgyuOREShKegWXsJjwkF1/X8iBgAAXwQOngHTxxqlDDXVDYVl9QPv7sMxXvbTExzdEJZSm75kaiHDP9mCx1y5Ex0XH8j0Yj4T9Dg72KHR6FYUBU0rROhE0Gi0h0fz3wdaOWUJcMTKphAIBE9Pz0a5ssM193CIROLBgwdN/Wu+zQTtW50xefmDx+WOTAowgGqhDOfh3O+Pr990v94OUCjr/n7W/VuzHu/qIFu4rkJBOWfT3r9MU/RNAkCUV9XuOXERPsbjsNPHDSeZBFDg1gkqa+oWv/8OACAqxP/01TsVXJ6HS8ddRFnSJVN83V2OXrjeP9Dn46ljsO3/IGFva/NO7KBjF677urtSKS84Z5UrVAAAK5PAAma0nsGKRpErlAaDwfTj9/ihkau2H8gproA/0Z9Kvj0sIoTZRPGn9d8coRU6X8oAg8GgZ08Zff1B5veJ/5s4fNCAYN8O2/kgvHHqRI1WlG4SOBqhFTZs2DB27NjVq1cbRzw5OdnX17ezpAx79uyBpQw1fyW7Olq3S9HJyckm71qOulZIcOzgzt7f39/f398skUgkTp8+vfU8TcFQiAOSf00b+2VWdlVwoIsxilIIqVVVbXcnkFNsnphbDL6aA1AoYDBUlNWVccWRKYkU7xal9S9Jg1I3fF++DodxdKFn1Kq33cn9dYLHe32ZALnNex7IiHcYNBodFBT0pnthKXhbq6jbe2rP3BSmpksUau93YhwmRvdMX5g9E+RO7yrYM6zNVA80Wl15Va1pCplIcH8efhiHxeJeNO25nZYd5ONpTaMCAKgUUt8+XrfTs19GymBJl4zklbD/Sb7jbG+r1xs6/NI3clBYZl7xsYvXzYwUnqligRZlHG1kMAAAUAC8sO7RqeRRg/ufvnonsLfHk4KSWr7o8w8nNy3a+m+O0Aqv9s0/NqpfYG+Psyl3/7ly045hbW9rM3PSSETc0OVws+8aX2wQXhIbGxuNRvP48eO+Ia9WxU54PT3Us32TCoVGMR0YwjtPnN4d8Yp61S5wNrSI64lZH6y79yC/X0gvigXxJoFKA5pmIxGBVqvT6HLyuFIsfuCDfWS3zpHpNMuyS5UUFmVw1DMphp8v8/MLJTEeNEc6HrnNjWj4YlkxR1lZqxFKNEKxViDWq7VApzPo9CgcFmDQWDoFZ2uNt7UmODAons4Ub1d0hxwJ7d+/n0RqfvffyqnO4lWMeHl5OZ/Pt7Gx8fb2bkXtRSKRsNlsjUbj4uLSksKFER6PV11djUKhXF1d29AzsqwDYrGYzWbrdLrWW6+pqeFyuXg83snJCfaCYSH19fU8Hk+n0zk6OnaWiPZlQaEc44c5xg9Ta7SEbmcRgNA6yNreVWBY0wcE9zFNUajUh84mm6Y4sBhm3hOMaLS6h1n51nTqr0fOwimChkahWPremKHEjn57t6RLMHq9/tC5qwnjhwX5eG744+jp5Dvxo6IBAHklbLFUNqhfoIUtolCoWVNGrd91NDO/xFQbgkomAgAkMgWV3PyTkU4hAwDEElmzGRokUjqV3FS4OnJQWOqjrAdZ+ZdvPx4THd5s2VZ+c4TWeeUv/Pa2Np9Mn6BSa2r5QolMgcUgIoauR2l1fYCHpb48Ebo0S5cuXbJkyeLl34T5eZmmSySSrVu3CoVCHA43c+bMfv36AQB+/vnnyMjIU6dOKZVKFxeXr776ikwmAwDKy8t3796t0+l0Ot3UqVNjYmLMWlHyROTAdm++yXiUsqr+JS6uk8GQiWFnNrN3nbq3do+Hh52Xpx0a06o1QUYeWPAeuHIXmLrqHR2tvJN571ahw9Rhg3d8iSa+WjW8iwUN06f9pxvMsCH2cqGlljUmhLJ67G2uV2kaHuY2PMqT55TKCtgydg3KACg2VDIJj0ejcGhAxWHgkUWhUQa9AQCg1UJaSC/RA5VGJ5eplWIpgWlF7e1KDfSiBnszo0MstHiH75f2nuosOmXEi4qK5s6du3nzZiqV+sMPP5SXl8PpTCbziy++gJ16mCIWi7dv33716lVjfDJ/f/9ly5bhcM28+mZmZu7cuTM/Px/+F4VChYaGLlmyxFThqF0dqK2t3b59+61bt/TPnZ8HBQWtWLHCz+8Fhfny8vL169fn5uYaU4KCgj799FPYoydMbGzsu+++u2DBAtOCqampv/32G4fDMaY4OTktX768HS4tXzHd6Tavq6uTSCS9e/cGAKSnp/fu3Rt2j2o5xcXF9vb2cKmysjIbGxsGg9FmqS5Hdxp0hFZIzy1CoVBmqgfnb9x/lF04JDz4VbdeJ2yQyORRIQFoNOrLj+K3Hzyl1mqnjx129X6G5dEAYBxZzInDo46evz511H8rJ51KsbGilbC5TWNPwlApJBbDuqCM4+LQjDC6sJzj4dLMtpNIwI8bGnH436s0MmnEwJ4Y2feV0snv/BQysVlHI0QCvtnRRegS+Lk5tZ0JoVtAp9NnzpyZcv5UmN8LVrsrV6789NNP/f39FQrFV199tW7dOnt7+5SUFAwGs3PnThQKdenSpXXr1v38888AgA0bNmzevNnOzk6tVs+ZM2fgwIHYFzWYII22Ax4EMQBAb58lufviqfYTo/M/334jNcvDneXqysQTWlhXC8tBXilY/jHYexLUCwEOaxgTA0X3z4pfGXZhq02kpZL+DgPpDWqtHod9QRSCw2Ekagj0sNvcoNU1pBUIr6cJkh82ZpfSWVY2NCKDhOvFJFLc/FscwZZqMxgUCrVcopDdSRelPCxZtcuAxtoOC2WOjrId2o/Uq+Paqq+UThlxCIKUSuWVK1du3ryZkJDw008/sVgsLpd74MCBtWvXYrHYkSNHGjOLxeKPP/64trZ2zpw5cXFxDAajqqrq+PHj8+bNmzt3rlnN165d++abb3x9fbdv3x4QEKDX6/Py8vbs2TN37tytW7cOHDiwvR2orKycN28eDodbu3btgAEDsFhsbm7unj175s+f//vvvxstICQSySeffILH4zdv3gwn5ufn7927d/HixX/++adRwKFUKjWaFyJ7JSUlrV27NjIycuXKlR4eHng8vqysLDExcdmyZYcOHbLEFOs10J1u89ra2qqqqt69e9+9e5fP5/fv37+9NeTn5+PxeFjKUFRU5O3tbaGUgcPh5OXljRkzpt2dfhN0p0FHaIVbadlRIf5DX4ywwBc13k7Lfg1SBjwOB0F6uVJJo5Cd7Jgr50//9cjZn/Yer+LxZ74T197aRg0Oz8wvOZtyzzQxKsT/+sMnA/sFmCnFF5RxcFiMt5vzoH4B1+5nDA4LJL3oELCmXvg4p2jh89AVZgwd0Df1UdbYmAg8DvkQ3sl08g+KxWDiEFFQt+NpKSfUx+1N9wLhNTF06NCTZ/7NyMgwfrjLzs52cXGBd8lkMnnGjBmXLl2aM2eOVqtduHAhbAs3bty4U6dOSSQSCoWyZMkSWMEYhUIRiUQ+n2+mNkywpqk1WmI7v9urDYDu+DYGUCS52oed3SzNLSvbeCj18n2GnY2dNZHJolOoRHPfEwdOCfuHWH/3GUqnQ1HJ6vTcqve/URRxyjYeCj64Bs98tRH4MGhUqCu1tLzBz+fZpwCNDqqobBw43BH0jNvcoNcLUzO5By/wLt6j2FBtrUle1mTGqL5Y7Eu5tEShUBQKkUIh2j2b5i4KuUpQzhZsLipcugNnY+0yZ4Lzh6NJLu3Qun8NdOKIX758+ZdffjG++fv7+2/atCk+Pn737t2mUobt27dXVVUlJiYOGPDM97iVldXGjRsdHBz27XvBsWt9ff2GDRtCQkJ27dplVHMYOnRoZGTkvHnz1q5de+bMGTr9Px9dbXbAYDCsWbMGjUYfPnzY6LUxJiYmIiJiwYIF69atO3XqFGxhkZycLBKJ9uzZY1wA7ezs+vXrN3Xq1D///HPr1q3N/gIQBP3yyy/BwcE7d+40ClX79eu3bdu2d95559SpU2vXru3wzwsAgFdXLpfbq1ev4cOH9+rVq2meq1evDhs2rFmtECMtDfqjR488PDxMDUMaGxvRaDTs8/Vt5v79+/X19VOmTIH/1ev1x44d02q1AIBZs2bl5eXl5OQAADgczqeffnr27FnjKaNBjUajOXXqFJ1OT09Pf/jwocFgeP/999FotGk9aDRaJBIdPXoUhUKFhYWx2ey8vLywsDBbW1vTbNnZ2RwORywWw5Vg3w4D4Z6wtvcctFpdQ6PUNMWKRkGj0TX1wjJOTdP3+cFhAcl30zi19b0c7QAAsGq58Sweh2vq7LBjMK3pvd2cD55JnhM/mkomMa2t4gaG/e/cVRKRUFDGiQrxx7Su7PkiaDRq9pTR638/QjMxYRgbM+BJfun2g6emjxvm5mQPAFBrtHcyck4n31kwfTwAYPTg8KyCsi37T7w/IdarlzMKBSBIn11cfuz89fBA3759vJptC4vB/PDF7FY8hbX0m1t+OT2Wt2IFRHjLQZ5PPY2N69d9+eWXf/zxB/wvm80uKChYs2YN/K9are7Tpw8AwMHBwdR03MXFhcfj+fj4yGSyNWvWqNVqDAYjlUoNTTwS03xcGxsURMf2SRkapWon3+an4sWLF2/cuKHX6+GgjHAoymaRqjVlQrEdlexENw+iqdFozpw5Y+oM0hJycnI0Gk1AQMDp9Duzjm/QSRV1l+4Jkh6U336iEjSQrGlYPAaLw+ghvU4LyQWNxCtZA249oriwgFxJVGt625K9hvkXFXPvR3488OGBVy1o+G2C+4j9+WoN5N7LSirTpqfXTA5gBDtSQHe/zWVFlTV/XeMevICBIBd7K79h/gTiK7ROJ1OIvTyIvQAAwLWxQc79K+nutqMUL2eXuZOcpsdhaW+Fy3cHByZb1OjO6IQpFxMTY3zDh8HhcEOHDj1+/DgEQbDiklAovHLlyvjx440iBiOLFi1KTU2tqqoypvzzzz8KhWLlypVm78xEInH58uVz5sy5ePFiQkKC5R24d+9efn7++vXrzQJDEAiEJUuWzJ0798GDB4MGDQIA8Pl8AIDZazydTo+Pj8/Ly2vpF6isrJRKpVOnTjV7sbSxsenduzeXy22poIVMnTpVoVAcPXp01qxZMpkMXuukUimNRpPL5SgUSqVS1dXVwYutSCTC4XBoNLqqqsrX15fD4dBoNPgrvae9dXFxsbe3t0KhgDN4eXlhsdigoCACgQAAKCsrw+Pxrq6uaWlpKBQqNja2vr6ez+f7+fmh0WiZTGZa6iUv6uV5/PhxY2PjF198YUwpLCwMDg7u27dvUlJSSUlJUFBQUFDQ06dP5XI5h8MxPeXr6wsAUKvVO3buHDpxUlVhAZFInDJlyoMHDx49emRjY2OWOSUlZfTo0T4+PufPnx84cCCNRoPDEplmq6mp0el0M2fOhCuBZ9Qbp3uv7d0GIh6vJpjHHMViMBgMmvg8SpQ1jZpyPzOrsMw0z7TRMaMGh+eVsr17OTnbm3+JcWQxfdxdcosrejnawcVzTMI04rDYrSsWUMhEAgFPxJtvySzpkikL3hu//9Tl5Vv2shhWMoUSANTMSXFYDPbf6/ceZRcsmz2tlfoJeBzhxTqd7JgTh0Xdz8r/Lz8Bv3Le9FPJtzfv+xuLwZCIhEap3IHF+PSDSQHebgAALBaz/ONpp6/e3fG/02gUikwiSuUKIgEfNzBsdPQLjhXMmjMTMRDwOKP/mlZ+86a/AIIZb/4hgfD2k1HEDvN1f9O9QHh9lNWJExISEhMT4X2nlZVVVFTUokWL4LMQBME21UKhEN7swulCoZDJZObn5x87dmzr1q2wYflXX33VtH77abG1v5+0d7S2vEtKpUYhVTAGNuPX/ffffxcIBJs2bcLj8XK5/KefflKpVE0NwmFqJTKVVlcrkTWVMuh0uszMzPZKGWpraxUKRXBwMBxxEEsjO0+Pc54eBwDQq7Xy8mpIqtBJFWgSQVZQUbL690GDfPEELBA1GmtAo1F+fZxBQU3OvI1hZza3q/X2EuRAvvtJ4LfXqq5e4dvT8F9F2s0Nf+Y5uXve5gZD/ZWHpd/vV5RVO7vYhAc502iv29e6lQ3Fyobi5+dUz2vgbj1S8HWiy4ejvVZ8SHR+w6oNnAaJAQBHOpXw0h6z4dgxZsCOFeVyOax08OjRI71e36ySORaLHTdu3O7du40p9+7d8/Hx8fT0bJo5ODiYxWI9ePDAVMrQZgdSU1MJBEJcXDOKu3379qVQKGlpafA7IXwj79u3b/ny5aYyDjMXDGZ4enrev3+/abpOp+Pz+Z1r7Z+UlDRmzBgajXb69OlZs2ZduXKluroa/phvMBgOHDgQGxt748YNBoNhb2+/atWqyZMnnz59evHixWw2+8zFK6OGRR88eJBGo6nV6r59+x44cGDBggU3b94MCQlJT0+nUChyuby8vFwikUAQlJ2dXVBQ4Ofnt2/fvgULFiQlJZmW6sSL6hiurq5r1qxZv379qlWrKBQKAMDd3f3cuXMZGRnl5eVOTk4AAB6Pd+nSpVWrVimVSrNTAIADBw7gSWQ9kSJWqqP79QUAMJlMNpsdGhpqlnn48OF//vknlUqNjY01dqBpcwEBAcZKXvfP0QLdc23vdkwYFtX0kwweh/31m8XG9+HR0eFmb8tGYiP7xfRv3izii5lT4LAIrRRfnDARhzWXvFvSJVOs6dSv5kxrkMhEYgmJSHBkMeC396gQP5XGXFphVv/CGROadmDskIhhL5rhU8jEjyaPfH9CLE/YoNZobehUhtUL+lYEPD5h/PB3xwypEzQo1RoqiWhvy2iqptBsc0bWf/6RJb85QpsgUgaEtkGeTz2NMF934OuekpIiFAp9fX1DQ0P37t07a9YsWHCwc+fOwMDAUaNGSaXSy5cvjxs3DgBQVlam0+mYTGZmZmZwcDCcUyQSZWVlNa3f6b244nV7FXIW2ZLQDAAAAEpK61xnj0c1eR0SiUSpqaknTpyAhR0UCuXrr7+GQ3IaDIasrCwej+fr6wu/rigUCqGAzxM28DiVjkOjnZycnjx5wuPxIiMjbWxs4AolEsmjR49IJFJkZKTxY116enp9fX1gYKDxC2d+fj6bzTY6jcNisfDLCQDghXb9/ntNKl6Z6Ofj0JLNv4+PQ2pqlqyoktqCvkZn0duWeGJG76bp3ew2N+j1vHO3Sr/bbxBLvd0YjrH+7Yqc2umg0SgHJ4aDE0Ot0pbfTLt95IrD5KHe384me7wxk2kUCmUwGJpuIjuArW0zpkzw7WP0swi/dMEfkJti5ragoqJi9OjRLTXn5eVVUVFhmtJmB0pKSphM5pUrV5qtkEAgVFZWwscjR448f/78mTNn7t69GxcX179//7CwMMudccpksuLiYi6XW11dXVVVlZmZKRAIXrVPwSlTpri4uAAAEhMT/f393d3dAQDjx4/HYrE5OTkRERGNjY0CgSA5ObmvX28ej1dWVubv7z9+/HgbG5vMzExjPba2tk+fPh0yZIiPj8/Tp0/xeLyXl5dWqy0uLubxeHCepqXeII6Ojng8ftGiRTt27Pj2228BAP/73//i4+Pt7OySkpIAAEqlcvfu3V9//TUKhTI7BTN37txqgfB+ylU6hWK6RDTNzOFwli5dikKhNmzYYJRwNc32ZteZZulma3t3pSWDgmbf55uCRqNaCh9jSVgZfHOWVh3rkg2davPiVxwUCkVqLsiFaf3NdgAA0GxBLBbj0kRr44UMGExTtQ5TWmoOxsLfHKFNECkDQts8KakM7Y1o3PUg4BH/+uuvp06dCgCg0+kLFixYsGBBcHBwbW2to6PjqFGjAADe3t5Pnz598OABgUAoLy///vvvAQCDBg06c+bM5s2bYa9sgwYN2r9/v5lNMt7Wymv5h9l7T0eEe1qyJxPyJXVC2dDVs5ueysrKiomJMTWQo9FoW7ZsAQB8++23AQEBrq6uBw8ejI2NHTp0aHFx8S9bt3kFBHn07r127VofHx8HBwdnZ+dvvvkmMTERAMDlctetWzdmzJjy8vK///57+/bteDx+zZo1rq6u3t7ee/fuHTx48OjRow8dOlRZWRkdHf3PP/+w2eyRI0dqtdpffvll27ZtzbYLAIDkKnFWyYAxIS1dIwaDdnC0rr/y8FVLGVqi+9zmBkP1X1dLvtuP02p93Jj2AW+X80UCEefn7+zlZc/OzL0b9hFrdJTPhvkUL5fX3xN9Z8gXYCxx5iqTyQAAVKq5DhGMqf2/RqPRarWteAQgk8lyubxdHZBKpQKBYO/evc2eJRAIRCLRWFViYuKlS5dSUlJOnz597NgxHA43YMCAKVOmDBkypJUmSktLf/vtt4cPH0IQZG1tbWdn5+TklJCQkJKS0nrf2gsajYYdAUgkEjjF+KvOmDHj/PnzKpUKjUbDQhb88+2yXq8nEAjWzh4hvd28vLyePHnS1OTBxcUlLCwsLS3tzJkzXl5eAICzZ88GBARMmjSpvv5ZfJ+3wVDCDCcnpyFDhhw9evSDDz7w9fU9e/astbV1ZWVldXX15cuXqVTqqVOnAAAsFsv0VEhICAAAj8cH9u2beu++TqkwrdOsnpCQEDwev23bNh8fHzKZzGAwnjx5EhERYZbN2fltDOXQfdZ2BASELsVb97RAeAsJ8rQoKhtCV+fChQvwATziDAbjxo0bcEpMTExkZGRNTY2tra1xR4tGo1evXt3Q0CCRSFxdXeFXfTKZ/Pvvv1dXVxMIBBaLZTAY4LcLAMChQ4eMbXl+9b7wZkZOdlVQsGvrggaJWJH5tLLfqc0462beT8Risb29fdN0pVLp5+cHf3Hy9fX9/fff4bd9GwZjQsIHWAyagTZwudyZM2cCAAoKCthstoODQ01Nzd69e+ELJBKJly9fZrFYdnZ28+fPBwAMGzZs/vz5oaGhGRkZv/32GwBg+PDhK1assKRdVQ2fQCWh0a1dKYWAVZS/rP12h+ket7k0tyxn3kZ9rSDQi04CRjkAACAASURBVGVr92qdXLwMeALWp4+Tp7c9u6j0XsQc98XTvFd99KrjmJqBRqE6UdDQJvBrvEajMb7Pm2JcJQAAeDweh8OZyRFMkcvlsHp8u1r39/ffv3+/JZkxGMzEiRMnTpyo1WoLCgqysrKSkpKWLVuWkJCwdOnSZosUFxd//PHHLBZrw4YNERERpiEV09LSpFJps6U6RkhIyF9//eXs7GzqyQLG1tY2ISHh5MmTzRaMi4u7lJQkqnKvrq42am+ZUllZeffuXSKRaGVlRaFQ7ty5Y29vX1FRUV5ezmazBQJBJ17FyxMSEgJLCgAA0dHRcLjQ4cOHR0REYLFYAoGgVqthoz8jcrnceAoAMGnSJAAAX64Y++4MOpHgY88EAPj4+Pj4+AAATOsBAAQGBsJehyZPngwAWLZsGYlEaqk5YyVvA91jbUdAQOhyIFIGhLYp4tQiwZZ7FM2OOB6PhxVxzbCxsTHbsKJQKFh9Fz5u9pskCoPud3Jj5rRVj9IrggOcyWRC0zwGg4HLERaW8IL2rmYOaSZELgDAysrKNDq9EXj/d+LEifLy8oaGBuP3t14ez0wYcDgc/LEOvjSFQgEACAwMNMpQwsPD//rrLxaLZXRWh0KhPDw8UlNTjVtbAEBkZKQl7WIoREgHNXsJRnSQHtvEW8Rro6vf5pBCVbbpcOWuU95e9u6R3m+f2nIzYLEYbx9HV1fbglNXbx66FLj7a7sxzfgXeEW8ThEDAAAONMPhcJp9+yosLDT919XVtbS0tNl6DAZDaWlpe1/hXFxcmrXeagqsCACrAOBwuODg4ODg4A8++OC77747fvx4fHy8m1szn4X//PNPCIJ2795tGqYBBn5HfXnIZDIs7vT29u7VqxcEQfBLcnx8PJzhww8/BADg8XhYeAoza9YsAIAx0sewsZPcWFamazKcAXZk4+TkpFKpwHORkIuLC5VKlUqlFApl4sSJGAzm3XffNS31dmKUQJmJGFo/ZUk9eDzeaPxiPNuuOt8IXX1tR+gYEpmCU1uvVKlpFJK7swPxRdMDg8EglsqByVMAhUJZN7cDaWiUkkkEMyMCvd4gFDeyGM1416qpFzrZMY3ZGmUvtAKDxWJoFDIAQKFSQxAEH1vYc8v7I2horOWLIAhysrO1Y7bDERhCZ4FIGRDaxvNNeylDeM1YOOIREREv0wqWRg6/tKNs8+G72487ONg4smh0azKBiNNDeoVSw+c1VvHEWBf7iBu/04Oajz8EAHBzc7t48aJpik6nW758+cKFCxMTExcvXjxp0iS1Wr1p0yb4LNrEDtBUhwK2Toe9WhrrwWAwRCJRo9EYE9VqNZlMNioqgybfZouLi5ttl+DANKBRCrmaTGlxJyqSadzC+rT4e71iuvRtzvv3du7irSwb0pAhfi15vnhrIZBwIcG9+HWNuXM2cMIDAvd8TXwtEVtRALxOMUNoaCgAICUlpamAwGAwXL161TQlKirq+PHjXC7XKK80kp6eLhQKBw8e3K7Ww8PDU1NT09LSwsPN/XgVFRXNnj174cKF8Fv64sWLhULhuXPnTPOg0egRI0YkJSWx2exmpQyVlZVmkSBhNBpNaWlps4EnXwZ8R82GvVzsSa0aaZuuZrDIFRZJIGHbui5dem1H6AASmfzo+ZQnBWUOtgwyiSCWyBql8iEDgqeNGoJ97tzq/I0HF1IfmJZCocCyOe/28TDXfDl0NplIwC+cMdE0sbCcc+R8yk9LPzbLzKmtX7/ryKoFCV6ujgCAlAcZJy/fatpDNBr109K5TGv65VuPG2XyOfGjLe+5Jf3R6/WHziY/zilyYNpgMBhuHb+Ph+usyaNsrN720LzdjC62G0N4I9TwG7yQp1RPwsIRX7hw4Us2hMKgvVfP6jVvEvfo5dJ/UmT3ijVSBQqNJrKsbWPD/TbGseLMg96Z4e3tLZPJHj16ZBR5HD58uG/fvrm5uaNGjYJdzd261cxDrlmys7NhxxMAgJSUlNDQUBcXlxMnTsC6uFKptKqqatmyZcuWLZs7dy4ajdbr9devX4f9X8K01C4KjXaZOa7s8u2gwOaVVxvFCqlEyRr5UoKbl6GL3uZ6lSZvyQ7Bv7f6BbowbLvwBoJlbzWERS8t4d4J/TDk8HdvcCa8Iry9vYODg48fPz5ixAgzQcPff/9tpvw/Y8aMU6dObdmyZefOnabvt0qlcvv27QwGY/z48e1qffTo0bt3796+ffuBAwdMXTlCEJSYmAhHwIVTIiIi9u7de/v27ZiYGNMacnJywPO4FU2xsbEpLCzUaDRm7/87d+40FUq+cbrobY7wMiCD3qNQqjWb9p1gWtE2fjnH+G2fXc07cOrKb4JzS2bGw59XlGp1eJDvgvfaXki1OiivtCQtpyg86D/fvbrnscbMuPX4KRqNvvX4KSxlGDmo/5DwvrBAe/vBU8G+XiMGhgIA0Gg0DosFAGghnfZ5PRb23JL+XLmTVlTB/eGL2bY2VgAAiUxx6Gzyjv+dXv/5LEt/R4TOoGtIGTLySgrKKt9sH3BYzJiYAXRq+2xBuwdMqzemxY3wRnjNI45nWXt+OcPzyxkAAINWh8K1b1368ccfv/322+TkZHt7+8LCQjc3t88//1wkEq1evbqyslIkErm7u7PZ7Nzc3Dar6t+//969e+l0en19PYlEWrBgARqN9vHxWb58uYuLS3Fx8VdffUWn06dNmwb7wqypqQkMDDStISYmpmm7cB7vVR/dOZlSVcl3dWOZtatSaTKzKv1+WYohWxp0o9Ppire5vJSbEb+SrFIOHuiDw79sOMY3DhqN8vF1smVSMxPWOiaM8t/2eXvvhfaBQjVVZH2lrF69et68efPnz1+wYEFsbKyNjU11dfWpU6fOnTu3dOnSjRs3GnM6ODh8880333333eLFi+fNm+fv7w9B0NOnTxMTEysrK7dv395evwx0Ov3bb79duXLlnDlzFi9e3K9fP4PBUFhYuG/fvoyMjI0bNxrNvmbMmHHx4sW1a9cuWrQoJiaGwWDw+fzLly8fPnw4KiqqpRgZkydPXrVq1fLlyxcvXuzu7i4SieCYvmKxOCgoqLa2ViwWY7HYlpxfvja64m2O8JIgg96jSLr5CINGfz5zMs7EUau7s8OXs+LX/nrocXZBRF+/9tZpb2tz/OKNPp6uZqYNZqg12kfZhfEjB/97/f6MccNIRAIwiXCBQqGwWHQr4Rss73mb/SmqqIoK9YdFDAAAOpW8OOGdwgpzRzYIr5quIWU48u/VRmmLjqBeGzQKeeyQ7vZ9yRKkCqU11dI4XgjdgDc44h14rbKzs9u7d29VVZVEIpkxYwadTgcA2Nra/vHHH7W1tQwGg0wmx8fHEwgENBpNcnJtUKoBABMmTDDWAFs7AwB+/fVXAEBdXR0OhzPa377//vvTpk0TiUT29vawkcXIkSOjo6P5fL6Tk5PR8wIcYKLZduEMOBvagORfHo/6okGi8nS3pdJIAACdFqqpFhaX1Huu+sj5vREd/NU6gy53m/PO3sxZsNnbw9bD3/1N96UzYdjSY2L6ZF2+e+9hTr9/NpLdHF9VS69XxAAA8Pb2PnDgwE8//bRt2zb4fgEABAcHHzx4EA6aYMrYsWOZTOa2bduMtycAICAgYM+ePUFBQR1offjw4YmJiVu3bv3yyy+NiXZ2dj/++KPRbQEAgEaj7dmz5/vvv9+yZQscrQYAQCAQJk+evGTJkpYqj4uL4/P5u3fvNsY4JBKJEydOXLhw4e3bt7/77rsRI0Zs3LjRtKE3Qpe7zRFeHmTQexQPnuZPGBqJaxILhmFFi+jrdz8rvwNShsFhgU8Ly49duP7J9AmtZHucXWhFo4waHH4vM+9BVv7wyObdab18z9vsjxWNWsapMRiA0S4Wg0EHeCORVl43XUPKMHvK6MLyqg7bkD7KLmxolA4OC6K+xHdCHBY7OKwjO5tuAA7TNeYJQmfRFUfc1dXcEgGDwRiNukkk0vNkNAAA1epa0jRoBR6PN9OUJpFILdlat9AuAABQfd1inh4t23Lk0aFLkEqNwWC0ai1zYHD/K6ut+7f7wW/Kv//+W1dXB9txmJ26du1aSUnJnDlzmvXtb6QrDbrBUPDVr7zjyRH93elW3XD3jCdgw8Pcy0p49yI/Dr+w7SXnRhu0x03mhAkTTMVzAAB/f//09PRmM7/77rtGZ4FGPD099+3bx+PxKioqtFqth4eH8c5tWk9ERMTJkycrKysrKyvRaLSHh0fTSIHt6sCAAQNOnjzJZrO5XK5Op3NwcPDx8Wl6yzg6Ou7evbu6urqsrAyNRtvZ2fXq1cvs9rl//75ZqYSEhMmTJ5eVlfH5fGtraz8/P7jIuHHjIiIiFApF0zXq9dOVbvPXBQqgQPvugy4GMug9B7FUJpbIers3Hxq5t5tzRl5xB6pFo1CzJ4/6ftfhjLzisIAWPe/eTs8eFBoAAIgOC7qdntMuKUO7et5mf0ZHh/+4+9j2Q/+MGxLh69GrS3iD7pZ0jaWnbx+vvn1adP/WJhVcXkOjdOyQAY4sZif2queAwSBun3oW3XjEHehkmUZtT3tjpk9YK6rvjwt9f1yoETRCKjXBzgbdqjM2C7l06VJ2dnZgYODAgQNN0yEI2r59O5/PT0hIaF3K0FUG3QDpc+b+KLmRNiiqd5dz9Gg5KBTK28eRRiM9Hv1F6LENrFGdr0ZnTcBjsVhCkw9HrwEHB4eWHBw0xc3NrVmHix3G3d292XA5Zjg7OzcVarQOiUQyM6GCsbV9He48LaGr3OavEysi3ppEZFFJbWftmiCD3nOQK1QAAKsWjLutaBS5QmkwGGCtzOo6wbmUe/ApLBYzenC40cNiU+xtbd6JHXTswnVfd1cqpZmbhVsnqKypW/z+OwCAqBD/01fvVHB5Hi6WrvPt6nmb/XGyY65bPPP8jfu/HD5Lo5AG9gsYHhFKRzR6XjvI0oPQNkq1pu1MCN2IbjziVkRCmIuDy1vgZxhva0VysesUEQPMoEGDzMJtAADu3bvn7+9vSfEuMeiQQpU2fqn63pOoCK9uLGIwYu9oPSDMI+uDNdUnUjq9chIK5WVrjXzj6VF0idv8NYPDYPrYMZjkbitlQAa95wC/hBtaUv02AABQRsUdrQ5qlMrhP4lMAenbCLY9clAYy8bq2MXrzZ69nZYd5ONpTaMCAKgUUt8+XrfTs19Rzy3pjx3Teu60sTtWLZwcNzi/tHLNLwcLypqJeo7wSun+uzSEl8fmzX34RXgjICPeFRk6dOhvv/0mk8lMPcxdunRp3LhxxmgXxcXFVlZWpiYh9fX1YrHYx8fHhkaRSqU3b97k8/m2trbDhw831pOVleXv719aWvro0SMymTxs2DBjxL7Hjx+Hh4ffvXu3pKTExcVl+PDhWCz20aNHeXl51tbWY8aMMbUZaan+7Ozs3r17l5SUFBUVTZs2raUL1DZI08YvJTc09A11R6F7ytuxNYMaGeH9+LOtqqo6r6/e78Sakdu8B4IMeg8EGfSeA51CBgCIJTJqc1KzBomUTiUbzQfcne0/mtwOTzEoFGrWlFHrdx3NzC/BYl7QetBodQ+z8q3p1F+PnIVTBA2NQrH0vTFDiQSLwu62q+dt9scIkYCPCvGPCvE/d/3e3pOXfl4+vxV9DYROB9FlQGibWmHDm+4CwmsFGXFT7t+/f+zYMfjYYDAsXbpUrVY/evSovr6+E1t5+QoJBEJ0dPTVq1eNKVKpNCcnZ9CgQcaUrKws2MOlkT/++CMrKwsA8DA98/3336+qqmIymRUVFQkJCQKBAM6zYcOGxMTEw4cPW1lZCYXCmTNnlpaWwqeWLVv2ww8/3Llzx9ra+urVq2vWrNmxY8e///5Lp9MLCwuXLl1qbKi4uLil+n/++edDhw59//33IpGopavTSeQPhy20kUtD+rr1HBEDDI1GGjiwd9X24+Xb/+rEapHbvAeCDHoPBBn0ngOVQmIxrFv6aF9YzvFweSl3wo4s5sThUUfPX5cplKbp6blFKBRqeGRosK8n/Dc8MpSAxz7KLnylPW+pP00ZPThcplDU8IUW9gehU0B0GRDaxs3BPPAeQvcGGXFThEJhXl4eBEEYDObJkydyuRyCoKCgIDh4hEQi4XK5vr6+KpUKhUKpVCoGgyESiYRCoZeXl0KhQKPRVVVVXl5ecDSKxsbGuro6b29v2OdcWVkZHo93dXWFK6yvr+fz+X5+fqYe6WrPpPJOpNhEh7otmoJq4qnOlPHjx//2229TpkyB/7127dqwYcOwJob3Y8aM2b17t1HfQalU3r59G3a5n3T21GeffRYXFwfn1Ov1N27cMDrPU6lUmzZtgo9pNNrff//97bffAgAgCPLy8oL96k+cODEuLm7UqFHGkIQffPBBVVUV7PRuz549rdSfkZFx9OhRM2eZRvQabcbkFdaQ1i+weddQ3R4SCR8Z4Xl/82Eck+760bhOqRO5zXsgyKD3QJBB71EM6hdw7X7G4LBAOJCkkZp64eOcooWtBomwhFGDwzPzS84+d+gAcystOyrEf+iAvqaJfFHj7bTsIeHBr7TnTftTWVN36ebDBe9NMPVIIlMoDQbQksoDwisC0WVAaJsiTu2b7gLCawUZcTMiIyMfPHgAAMjMzOzXrx8A4ObNm3V1daWlpWfOnNFoNNu3b79y5cr+/fsVCkVmZmZycrJUKt2zZ09SUtLp06fVavWBAwcAAEVFRf/++69MJjt48CAA4Pz582w2+8mTJ7du3bp582ZKSkpqaioEQfv27TM2LX6cn//JZhaXy/35MPfw5db7GRISIhQKOZxnXwNgcwnTDDQabeDAgdeuXYP/vXHjxoABA+DYn7HjJw0ZMsSYU6fTmepWTJ482Xjs5+fH4/GM/44ZMwY+wGKxLBZr9OjRxlNOTk51dXXw8YIFC1qpf9q0aS2JGAx6/ZMZazCc2sCAHipigCES8REDPIu++q3+ysNOqRC5zXsgyKD3QJBB71GMHhxOp1K27D9RWlkNRyuGIP2TgtLtB0+FB/q+jCt9GDQaNXvKaKlcYUypqReWcWqi+5uH4RscFlBZU8eptVRJs2M9b9ofO4Y1t06QeOwcXySGU/gi8cEzyb0c7ZzskCAArxVElwGhbQI9evTmvgeCjLgZAQEB165dGzBgAIFAUCr/U8y7ceMGHDzS3d39+vXrU6ZMcXFxOX/+/KJFiwAARUVFYrF42rRpNjY2mZmZAIDk5GRvb28ej1dWVqbRaGxtbZ8+fTpkyBAfH5+rV696eXk1NjYWFxebvsNLcsuYLLpLL1uNWivJKACzWvuOjUKhxo4de/HixUWLFlVXV0ulUn9/fwh6waXTxIkTd+/eDUsNLly4MHPmTDh9VMzAa9eupqenV1ZWisViNBodExNjLMVgMIzHWCxWr9fDxxgMxsbGxrR+JvOFp7hG88zxmJeXV3Jyckv1txJEIO/zbZonBRHhXm9bMKonykalHgIAuOHJzriOh0m2HAqV2L+f2+MP14Wf32oT1ZHIypmZmSqVCgAQERHR9DZXKBSw+QycAYN89ul2IGt7DwQZ9B4FFotZ/vG001fv7vjfaTQKRSYRpXIFkYCPGxg2OjrcmI2Ix6sJWksqJOBxBPwLvhWc7JgTh0Xdz8qH/80rZXv3cnK2N4+k48hi+ri75BZX9HK0AwAQCHgi3txHg2k3LOx5m/0hEQkr500/fvHGt78cpJBIeoNerlD1D/SZN22sJdeL0IkgUgaEtnlaygn16cxAYghvOciIN4VGo50/f37IkCFXrlwxJhoMBgiC0Gg0l8s1GAywGQIajYbjLWk0GhwOZ2qwQCAQYmJi0Gg0bEDh4uISFhaWlpZ25swZKpV69uzZuLi4SZMmmX7ktxsTVfzN7vSsygahrP+uMW32c9y4cQsXLly4cOGlS5fGjm3mmRoeHv7jjz9yOBwcDsfhcCIjIwEAer1+5qzZQQF+8fHxrq6udDr95MmTRjUE8Nz/c4fR6/WffPKJh4dHS/W3FGWzdOOhhvO3oyK80G+fL4bv64q4WiUAYCHT42NGr9fTqDWDGhLgnD5p+aDHB8lu7bawXbduXW1tLQAgNTW1tFZkdpvX1tZ+/vnn8HFqaiqN9uZDsSB0Lsja3gNBBr2nQcDjE8YPf3fMkDpBg1KtoZKI9rYMs2f4hGFRBkMLAR1eZOGMCTiseTCssUMihkWGwsexkf1i+jdvFvHFzCm4594WFydMbFqPWTcs6Xmb/QEA0KmUT6ZPUKjUfJEYg0YzbaxIljmhROhcECkDQtsgz6eeRjcecb5cUSYU25LJ3rbW7So4YsSI9evXT5061TRx9OjRf/zxh6enp1AoNEZMiI2N3bdvn4ODAxaLxeFeeBbGxcX973//c3Nzq66u9vX1raysvHv3LpFItLKygiDIysqqoqKivLyczWYLBAJbW1sAANHRNib7mOjeU/8QH7J722+VLi4udnZ2aWlpV65c2b17d9MMKBRqwoQJFy9exOPxY8eOhR1AFBcXq5Xy1atXG7MZXTN2CsXFxUKh0NQSxJL6RXeyKnb8FT3YB3EKbYqdo42XQpM5+euBDw+8TCRUGoOeyxP42zPRb5uWCMIroxuv7R1GqdUV1gsdaBRHOrXt3F0QZNB7JlgMpql+gRFTnwWtg8c1/5Qxvrej0ShCC08i0/Rm62m2G633vM3+GCETCW5O9s1mRng9IFIGhLZJL6ro7+vxpnuB8ProxiPeoFADAxCrVJYXmTDhmc+hXbt2AQDmz58PADCqCXz66acKhcI0eGTv3r29vLxUKhWZTDYmzpo1CwDg6em5cOFCuVwOfyWOjo6G1deNX/KlUimFQpk4caKpsjqeZe0w6T+PBm0ybty4bdu2OTg4GONNNr2iefPmYTCYnTt3wil0Ol3c2CiXyykUCgAgPz//zJkzEydOtLzR1qHT6TKZrF31a/jizPe+DQl0IRKRTxDmeHrZi9IrCr/e5b9jSYcrEciVAACNDiLikJ1AT6Ebr+0dRq7RqnVQg1LdXaUMyKAjICC8EZC9BULbIM+nnkY3HnGDQd+5FaLRaFMRgzHRVMRgdspUEd3MUgA+hW41kESbjBw5cuvWrUaHC02xt7d3c3OTy+VGbwhOTk4zpk9PSEjo06cPn89nMBjLly//9ddf3dzc3nnnnZfpjLH+adOmWV6/Qa9/krDGxdGK5dA+lZOeQ99g1zt/JTOGhTlMjO5YDWgUSm+ZxixCt6Ebr+0dxgC6+V2ADDoCAsIbAZEyILRNVgknpPdrsjpGeBtARrzLsXfvXuMxlUq9f/++8V8MBpOenm6Wn0KhjBgxwjQlfOio9957j8fj2drawr4eIyMjYVnJ6dOnTXOGhIT8/vvv8PGdO3dMT508edL03y1bthiP582b11L9R44cMete2eYjupJK3whvCy69h4LDY/v17ZU290d6WkccNAAAmooYPDw8UlJS4OOmsjOEbgCytvdAkEFHQEB4IyBSBoS2CfR0ftNdQHitICPevamvr8/Ozl63bp1pYqCnMxaDgaNawlhZWXVuu3Q63ZL6pXnlFduORw/ujXr7PD6+VVgzqJ5utjlzfoi4vqsDxZvqMqDRaGtrRHmkO4Os7T0QZNARLEShUkMQRKOQAQANjVIyiWAWzUGvNwjFjSxGi48JHl9UKxCRiARXexaFbO7UWaPVlVfVyBQqGzrVw8WxqVNnpVqj1misac9k3EqVWqXWmGagUymWe5RAeOMgUgaEtimu4vm7I0+pHgQy4m8VerVWxRNACjXR0RZn/bJfmNevX5+VlfXZZ5+RSCTT9Ldl0A2G3IWbfXrbEUmEN92VLoCnl131veLaUzccpw5vb1nEXKIH8rbc5givEWTQESzk8q3HjTL5nPjRAIBDZ5OJBPzCGS+4Tyos5xw5n/LT0o+bltVotftOJuWXcVwdWQqlSiiWThoxMG5gmDHDk4LSQ2eTKSQSg07lCRtwWOzCGRPgIJcwBWWcP89c8XB2WJQwEQAAQfrlP+81kzJMih00flhk5141wqsDkTIgtI2HI+tNdwHhtYKM+FuCIDWjYvNh4YNcPImAwaGVEgXZxc5lzjvui+PRHfWJOHXq1Llz5zo5OZkmakUSq0IO916utkGCZ1oRnVhWoT5YOqUzLqJ9cI9e0VXW9orq/fqb7oqgUKhAP+fMz7axRka0d7xQoLvboyM0AVnbeyDIoCNYiBbSaXW6Z8c6KK+0JC2nKDzI15hBB0G65xnMOJtyTyiWbF42l0ohAQAKyjg7D592trP193YDAPAEoj0nLn44MW5QvwAAgMFgOHPt7q9Hzm78cg4eh9PpoFPJt+9k5DiwGDoIgius4QvJRELims9e6SUjvFIQKQNC29QIxF7OzTurR+iWICP+xtGrNE9nbxDfTO/taRcaF4TFYQAABoNBLJKV7zvN3vVP+PmfaYFeHajZ39/feGyA9NXHk6v2nJHkltNYdDIRj0OhxAagUmka+Y02/fv0WjzNcdIQ8LoiHeoaZYUrEvsHu/SQ0IoGAFR6iIjGvMzlMphUFoNasn6/39YvAAAajQYAgMe/gcAcKpUKg8HgWggzhvA2gKztPRBk0BE6hr2tzfGLN/p4usI2FK1DxOPnThsLixgAAH5evUL6eD8pKIWlDDcfPQ328YBFDAAAFAo1JW7wk/zSx9lFg8MCa/hCTm39N5+8n55bzK7mwXk4NXWmmg4IXRFEyoDQNkwrxA1YzwIZ8Q4AQZBUKu0Us3aDDkobvxRfzRsS3QdtYoKIQqFsmLQwJq2GK3w4/NPI1F20AM8OtyK8nZW74Ce8Ru3pymSNDEa/aOsI6fT1deLSL7aV/XgwaN83VqE+Hb8eiyn4OtGBRbVmdJ/pV6qWF6ilAAA/As2b8EzXgKdT/yOuvqcQVagVEDBgAIqBxQcQaYPJjFgqi4Zp93OZ5Enfff6fOva9Sl4NlzYcCAAAIABJREFUHBuVRCJ5eHhERESMGTPG07OFSYJCgReNJvR6/aVLlwAABAJh5MiRbbYrFAqvXbuWlpZWXFxcX18PQRBc1s3Nzc/Pb9iwYVFRUaYxWRHeOMja3gNBBh2hYwwOC3xaWH7swvVPpk9oM/M7sQPNUogEnFEzorCcEzcozPQsCoUK8vUoLOcMDgvs5Wi3Yu57ZsUra+p7OdkBAAyG1/alA6GTQaQMCG0jV6qtqW0LMhG6DciIt5fExMTq6mo7Ozs2mz179uyQkJBWMtfU1Jw+ffqzz1rUAyxZvx9VWR0S5tnSk9XJhWkAqPR3lg/J/xuN78inY/YfZ0rW7Qn2d7F3dGk2AwaLdnRmODozqjmCxyM+DfhjhdO7I5rN2VnIS7m8f24MHerfdtauw12FMFFQAQD41NbDm0AxAHBczN0lqNCYRFSFgIGvU9+UqW/KBDsF5UtsPSdZWRozQq6HdgrKzjXWGv7P3nmHRXFuDfzMbGUrW+i9N0FABBGx9ygxaoymaoqJuZqbntx4vSnmRmNuys0Xk6gx1uQm0VgwsceCxIYigvTeYYFdlu1t5vtjyLosy1JcRWB+j4/P7DvvvHPeOUw7cwoPoKrC3K7RaAoKCgoKCnbs2JGamvrKK6/4+nZLMt8tL4PRaHz//fcBQCgU2rcyKJXKb7/9dt++faa/vFvN6HS6kpKSkpKSw4cPBwYGvvPOO/ZPB5J7CXltH4GQSicZGCiCrHho1vubd1/PLxkT1b8vDQajsaiiNm1qMvFTIpW7i4VWfdxFgvKahp5GqG5oFvK57/7fruZWGQ64r4fr3ElJcRFk5amhBGllIOmd7mlgSYY3w1jjKIoCAOLQePTc3FyDwbBhwwYA0Ol0r7322ldffWWnv7u7+8qVK3taq5PIqjb/OjE11L7x3stb2CDpqPku3f/FRf0VuOLTH2s/+yElOYTF6j3DopevmOfMylrzGaY3ej8+u7/76jtlH37v7+9Cow/bT99qzPSPpoI/VVIAQAGimDwfmhMDReUmQ5leXaNXA4ASM34oKWk26p4X+fc6YKVevbo+t9moM7cEevv6BAUIBAKZTFZTU1NZWQkAFy5cuH79+vr16ydNmtRlewQBHEf6/5Goubl59erVxOAAwGAwwsLCPD09WSyW0WiUyWRFRUUtLS0AUFFR8eKLL37yyScpKSn93QvJ3WAYX9sHDAoIAAzjA0MqnWTAuIkFD05L+eHIH2H+PuZoiF7BcfjxtzM8Dis5NhIAMAzXGwxOTOvnDScmwyq5oyV1Ta0IgiyZPcnTTazR6q7nl2z56benF81OjAkf8HRI7jGklYGkd2iky+sIYxhr3FfAM5owd4fmNTSZTOZXNQaD8eqrrwLA7t27Fy9ezGKxACA9Pd3Pz6+8vPzatWsLFiwICws7f/58WlramTNnLl26hGFYSEjI0qVLiRGaDme4eAj6UmEhwFtQ/P2R/loZJMcuVXy8Z8L4oL4XceDyWIlj/S+98gUn1Nc58a74GmjqJM1HLkwZXo4MlnSYjH+rz83TdlAAWSbwekLgI6J0SZ1QoVd90VJxUS0FgG3S6lAGZwpHbGfAOoPmxfrcFqMOABCAJc5eKXIGkxIY/+lGc5+SkpLvvvvuzJkzarX6rbfe+u9//2s5gjuLyWTQGdT+nex6vX7NmjWEiUEgELz44otz5sxhMq0rlmVlZW3cuLG6ulqv17/77rsHDhywLGJKMlgM42v7gBGwmD7OXGcn67/hYQOpdJI7YWbKmOz8kh9+++P5R+b1pb9Spfn+wPFWmfzvTy7s/K7Tg5kLt1vn6PlHHhgV4k+MIOBxPF2TcRx+O3eZtDIMIciioyS9o9Lqeu9033D48OHdu3dv3749PT19sGXpH+Vt2pMl7Y0d1pZdtVq9bdu2L774Ys+ePSqVqu8D1tfXNzY2WrbU1tbW1tb2uuHQ0ni/YFAoEW4igUMfKGNjYw0Gw1tvvXXgwIHa2loiDN7Dw+P06dNEh3PnznE4nB9//PHll19OTEzU6XQVFRVSqfT8+fNr165dt25deXl5a2sr0Vl2JsuF3yfxRGKevLAK0xv6LqpJrc199qP4WN/+1onkcJ2iIz1vPvU+bsJ6791/yjfs9PUT0+jD1vC9t70uT9vBo9C2eI9+WRxkZWIAgEA6+wvPUdM4ndngv2gtN/b8BIYBvN1YQJgY2Cjla6+YN1yCkwK82s5nKwoqzd1CQ0M3bdq0bt06FEWNRuO6devUavXtUYwmN26/zW3btm2rqKgAAFdX1507dz700EPdTQwAMHbs2B07dnh5eQFAe3v7vn37+rsjkrvBML62DxgUQbz4XPaAQs+GBKTSSe4EBEGWL5yVU1ieXVDaa+drt0rWfbmTRqX+Y+UykTPPPAKTQVdptFadVRotq5uDg5mYsEDCxGBmdHhgg6TN0EORC5L7ENLKQNI7Qyh1UFZWFpPJfPLJJ5955hmdTtfQ0AAAUqm0tLQUwzCFQqFSqYqKinAcr66ulkqllmtVKpVarbZqBIDy8nKbb+Y4DuVt2natA653Rgx/4peylC35b5xpGP1l7vun68yrTCbTe++9N2vWrJdffnnixIkfffRR34etrq4mjoAZFotFfF23z2BpXCaTbd68ee/evVu3bu0e722T/fv3f//99x988MHOnTtramrM7UePHt2xY0dJSYm55eLFi19//fWOHTu2bt1qfqV3CAiCvPHGG2vXrhUKhVu3bl2/fj0ATJo06cKFCwCQm5tLxKWPHz/e1fV2wmSBQLB27dqSkpKTJ0+WlZURf3gAoG1oYfatSiWCIgw2UyeR9V3Uyv/+LOQxhaKB6NfdU0DX6+r2HhvAtvbRNUvrfzwZ4Ducy61hOI4C/McjKtaJ31MfFEH+4RpCR1AAqDdor2vae+q5r72+SKcEAAogmzyixrIEAEChoP7+4vKPdlp1fvDBB99++20AkEqlcrnc3D6A01yv1x84cIBY/uc//0kYEXqCx+P9/e9/J5bPnTvX332R3A2G0N2cxFGQSie5QzxcRGlTk/em/6FUa3rqg+P4j7+d2ZN+6pG5k1ctm28VH+EmFjQ0Wz93NbXK3Lola7ADjUoFAOLJnGRIMGw/HJE4kPoWWZhvX7ORDS6XLl1avXo1sfzwww8DQHZ2dnFxcVhY2JYtWxgMhlAodHNz+8c//vHQQw/9+uuv48aNq66uJta6urrW19cvXLiwqqrKvImXlxebzVapVBUVFZZRzRgOabuLshvUeoPp+8VBaZH9uFB258uLTTekuscfiaRSUI3WtP1ISbIvZ2aoMwCcP39++vTpROY2Pz+/pUuXarVaOp3+ww8/GAwGAFi+fPnVq1fb29sbGxv5fL6Tk1NjY6O/v//UqVMBoKioKDc3V6lUPvzww+7u7u3t7QAgEAgsN7eyFsPgafzIkSPLli0TCoV5eXl5eXmxsbESiaSlpSUiIoIQUiqVtrW1BQUFmWVevHixWq3eu3fv8uXLLYeqq6tbvnz5jh07QkM7Uxa1tbXNmjUrKChIrVbv3LnzxRdfdJTYZWVlQqFQKBROnjx58uTJa9euramp8fX1dXd3r6+vP3r06LPPPiuXy/n8Lq+XtbW1X3755cSJEz09PceMuZ17mcpimTTybjuxjVFvoPY5VBJwvPqrfYmx3bIA9pkQf3Hh5//zeeqBAY9gk+qvf/XyETGchu23RIJFzp7xPZsYCJwptMkc8UmFBADytB1JLEH3PhjADlmnQW2ZwMuyT4C/y5ljl7SNrUyPLtEWCxcu/PPPP8+fP2/ZOIDTPDs7m7BTBAYGjh9vnVG8OxMmTKDRaAaDwZzEgWRwGUJ3cxJHQSqd5M6ZNWFsdkHpwdN/9tRh/4kLJVV1769+yplnw6oVFex/Lb9kUuJoc4vJhOUUli2eNdHmaBW1jXsOn/rH88voFqWRy2sanLkcxmDUaSYZGD36MjS3yk5dvL770Mkv9xz89PtfNn338+c793/705H9JzJuFJSS/iojikDPIVOxFkVRq3fmy5cvL1u2LD4+3tnZWS6Xz5s3Lzk5OTAwMCkpadSoUb///rvl2oULF3p7e1tuQqPRSkpKgoODrbKXZVZ1FMl0TzwSOWdm4D9O9B6DYJ+D+dLRMW5UCgoATkxKZIT4UGHnl+2qqqrw8HAAKCsrO3nyZGNjo1qtLioqiomJefrpp93d3UtLS2tqahgMxooVK/Lz8729vZ9++umcnBxi87q6uhUrVjz77LPfffcdALS1tbW1tVlt3l2ewdJ4XFzczp07CwoKoqKiYmNjc3Nzz549azKZtm3bBgDZ2dknTpxQKBRbtmzpdSitVvvxxx8vXLjQstFkMhkMhlu3bnl6ehItvxfJwj/NGbs5L6ehH6EoVpSXlx88eND8E8MwBoMBAPPnz//111+VSqVYbCPAPiMj45FHHklLS0tISKiru+29wor0VyisHQttotXqERqVJuD2Uc727GIKgnB5fbZKdEPkwtfWSjR1kgGPYAMcr9txxNf7jux0Q4LHnG2X87Aimtmp0A7M9n32oqqt1agHADZKeVrQxWZEpVHdPQT1P57svtVrr71mdW0cwGlOxEoAQEJCQl/60+l0gUAAAFqttkuwBskgMYTu5iSOglQ6yZ2DosiKhbMVKtuXcZVGe+ritScfnIHjuEyuMP/TGzojOqckxVbWNf129rLJhAGATq/fdegknU7rqXSFv5c7hUL56ofDbe0dREtRRc2BU5mTEmPuwuRI7hY2fBkwDN+Tfqq4ojZhVGiwnxfbiUk8muA4bjAaZXLlldyi//125rlH5oX42fOWJBk2FFY3xAT5DLYUfcLf37+goCAyMhIATp06FRgYiKIojuMIguj1egaDQaVSAYBuYQo1r6VSqRwOBwAsNyGcArKysg4cOLBkyRLzVhw6Ras36QwmhVLPYdxp5JETDTUYb/uAGUwY66+UbFwul3A6EAqFCIKcP39eJBJFREQcOnTo+vXrFRUVxAszMWVnZ+eIiAjLCaampgKAk5OT5ZT9/f2tNrdisDQeHR0dGBiYlZW1f//+ZcuWBQcHGwyGkpKSpqYmALh8+TLhgFBcXNzdNcCSs2fPhoSEVFdXGwyGS5cuJSd31lI6evSoq6trYGDgggULAEBvwp/6pWzOzMB2uX75/vKclwZ495oxY8YHH3zw4Ycf+vn5VVZWhoSEuLm5AUBoaOiHH3741FNP2dxqwoQJX3zxRX5+vlQqZbPZx48fJ9wu3NIm5u87HRza+6enhjqp6+zkvsspvZDjIrqjtJcIAiJ3Z2nmTa+lM+5kHEvaMnIoOM7jD/NCayEMjjetT/YdN2pnmgOlybaV4Yyy0+90MlvMo1g7gHh78PK2HQ567VGrdk9Pz3Hjxl28eNHcMoDTfNy4cf/5z38AICgoqI+bKJVKYkGv1/clXIvkrjKE7uYkjoJUOkkfYdLpOkanXYBBp1l5DXi6itKmJF/MKei+YYdSBYB8tOVHq/bYiODVjz0IAAIe5+UnF35/4MSJzCw+lyOVd/i4u/z9iYcolC7Pz3QalUGnAQCKIq+uWLw3/fQ7n2/nslhavd5kwqYnx8+bPM6B8yW529iwMvx+7rJOp//w5RXd/agJpo+Pr6pv+mrvoXdXP8ll34uHBhwHrU434NpzRAyPVqdX30EKHCoFtfTbGVFEB/bpE9z9wKxZsz7//PP8/HwcxzUazYwZMzAM27Ztm7u7O5VK7f6MO23aNPNacw4zy8bW1tYbN24wmUyrd9p4L/YTMeKv9t5y49N/Xhpyh2I/He/yzpl6VxGLw6a1SjX5t1o+Wd6ZRHfMmDEnT54MCgoifPK///770aNH79q1a9GiRa6urkePHiW6mWscEAvmzL3m7I9GC/+j7ptbMVgaP3ToUFpa2uTJk+Pj4/fv389gMKKiohYsWCCRSKCr9Ydm92TMy8t76aWXTCbTpk2boqOjze3z58+3fDvSmzCjCRc5M2lUNFfdjxyKVqAo+t5778lkMplMtmjRIss/MxcXl4kTJwJAUFCQedeurq4vv/wyAGzatKm9vZ1I1mD+0iuaGIuKBfV1Ui+7n/cNemN5VWvS9x/0XU5tTbMT7c4tYhStQ30Z6nYc8XEf/tUHwhl9DY1mo50WRjVmOzXJLW3ntx2bRSiEYp7pVn1Hbhkvxrqu+PTp0y2tDAM4zQMDA4nkpn2koqKCdGG4rxhCd3MSR0EqnaSPzJ+SbH56XLVsPo1q/aA1d1LSlHFx3Tf0cBFt/eAV+4MH+3l99MrTjS1tao3Omccx54a0ZGZKgvGvnFwsJmPlkgdUmmmtUjkOuKeraMS+hQ1dbFgZWE6MJxfM7MnEQODv5b70gakqtfbeWBk++e6nwoqa3vvZ5YPNe+5kcwRB/vbYgjFRd/o+ORTJLqkaExYw2FL0CRqN9uabb0okEjabzWazASAkJCQoKEir1Vq++xEx/DNnzgSAyZMnW6212kSr1QJA9zzqG2b7fjTLt//F5m2wNFZcLddv3FfAoFMAw79KC4j36vzmHBgY6OzsvGnTpvDw8PLyciLdWlhY2MGDB52dnaurq+vr6+181c/Ly9Pr9S0tLZaR/1abE7kJLRksjQcFBX322WcxMTEFBQXz5s0rKiqqrKysqKioqqpqbW21tP7Y/yialJS0a9cusVjMZDKLi4vnzp1reUFT6Q0sGhVBEA6d8tpEz89+ykcR5JuH+vHuZBOBQEA4hxNIJJL9+/fHxcXZMYjQ6XRzPsjbM0KQ6O/WXp25hsth8pxtTxMzYdk3a7xXzONF9/WTMgDoG1p4jDu9STMoqLbRYbkzMa2++UhmeOrwL0wl6OZ00BNmiyEGNkzrOhyr0ne+t4f1YLnw8uDX7fot8tOXrdotLW4AkF1aNTrYj2r3Xj8wMAyrra29cuXKrl27HD44yZ0whO7m9xKDCaNSUEfczO9HSKWT9BFLz4KeXumdGHeUFsHDRWRnLYoidLTLmynbicn2GrZVZoc9NqwM05Lje+qNYbjRZKLTqACQMMp2LM3dALNbUvVegduv7DqMGXL3J8tM/gCAoqidl1Kbay0bbdZpI3CIiYHgrUmer6V6NCkMXjy61bBLly7V6/USiWTu3LlExAcAJCUlUalUBoOh0+mILAAAsGbNGsuF8ePHjx8/XqlU0ul0ImIiMTGx++bdhRksjUdHR4eFhbW2tk6ZMoVGowUHBysUCjabnZaWRqFQxGJxd4MRALBYrJUrV1q2JCUlRUdH63S6Bx64nadw/vz5AFDbrqiXK9gMWrS7CwCsm+a9erw7jYJw6A6uKM7hcKZNmxYWFjaAbfnxYdHfr7vyzIcRoR5ePkKk6x+EokNz81YdOyU2fMPf+jUsVcA1VtxpcmYDZqIJe0lh2Hea0jOcxdxhn/cRAJiIY17m20x6QoUMBHWn2b40eXsJL/5wImLTS0hXZ1Q/Pz8URc0Jumkczo16SZyX650YGjAMq6urq6ioaGhoqKura2hoIBb0euuKvCT3A0Pubn4PUOj0+U2trhxWoMh5sGW5K5BKJyEhGRR6qTGB47B9/9E5ExO93MSFFTWbfzhkMBgXzZw4c0KfMj85ireeW3YnERMOYSRHTFwrrkwg71J3HyqKePNtG4npdLq3dxenR8JTAwDMJoaeIJJNWGF/80HUOJ1Ot0wVweVyAcDsiWDfYGRJTzU71Xo9AOiMt33RBU53pdQOi8UamImBwD0t1enU/916fmNZZqmHC5vDZlKpqFqla1Ho5DJV6PvP+T3/UH+tXAwfN92lHJur5ChNRqG7mnSsHjIOmtGZwNnThqP+wGj+9ay78I5SRQwV6A5yGej4K1kDG6X0pH42h8lk0GVX8oXjuzgvoCjK4XA6OjoDLtQGAwAYTdgArAwqlerYsWMZGRnZ2dmEt5dNXF1dOzo67HQguceQd/PuaI1GANAa+1Q7eShCKp2EhGRQ6OXxOr+0srZR4uEiwnHYffDkyiXzvN1d1n3x/dTkOCrFwZ/+7IAgYFV5leReQt6fRhqkxu8H+LGhKVe+l13Jl/yeKSmsMio1TpGe3lMT4mcnUzkDqRPBGx1aufOI+ScOSDrLc5cw6BxdjCEIm4IojDgLsDmaphWysonaFpuDyGQq324B/wOm7cLNsLH+jhptJKD9K1kD1a5zhIuQ1XLsopWVAbpaFVEEGYCfIIZhe/bs2bFjhzmt4+0BUVQkErm4uHh4eISFhY0ZMyYmJuahhx6yLKFCMriQ1/YRCKl0EhKSQaEXK0ODpC0y2A9FkeLKWjqNGhMWCAAiAV/S1u7pai+0hmQ4kVteSyYoHlGQGr9/ECRFCZKiHDKUy/SxOa1yvc5IZ1Bv0p1XeI5X8Hnhcd5P+PGdmJ1WY4XKUF4pezTbe5SybXvDJS+TxnIElVJrMGLO8QP30bBEWVyNmkwsFmlB7gesv3JDmuwaCFzF3Pz0jLD1z1u1KxQK8/IATAx6vf6VV165cuUK8ZPNZk+ePHnMmDEBAQHu7u4ikch+RieSO0TfJlcWVWsbW1EaleEm5EUHU9j9i1gmr+0jEFLpJCQkg0IvVgY+l51fVoXjcPT8ldSEGADAMEza3sFhDbziOsmQI9LfRrFDkmEMqfFhCcqguc1NqS4sK4yNf85jXPLEgPAQEXR1u+eyabGjXGMiXbJvNCZm8w7Xn0/QycxrK6tbvR6f7ah8JK1ns0UuXIcMNXLgUDrv2h12Y1sEQo7qSplRrqTybwdMaTQay+CFAfgybNy4kTAxoCj69NNPP/XUU05O5MPA3QfHmw5nVP5nr/xWJU/MYzKoGIbr9EaFVCEaNyroneXCVOsMvj1BXttHIKTSSUhIBoVePjvERQa3dyhXvfe5Tm+YnDQaAI5nZoX6e/M4ZNXrEURpbfNgi0ByTyE1PlwJXf/8UQ3zWY/kBxZEhodamxjMoCiSMMYzZWZYmtfkampn3gSVUtvQ2B709pOOEqbt+CUxn3xH7R9iCp24bRtwTGbqsfwqgiJ8N2fZ1S6FzYuLiy1/9tfEUF5efuRIZ8TNu++++8ILL/TFxDBisyY7Cm295GLyM6Uv/SeAYpo5M3r82ID4GJ+EWN+UxMDp00Z5dLTnPPyP6wveNHao+jIaeW0fgZBKJyEhGRR6sTLQabT3X1r+n7deeHvlMiIRg6+H2zOL594T2brQKpPf+52SEPi6k9ExIwtS48MV3Mt946Knp84KcRX3bikO9OPHJPks9ZqAA2IyYdk3a0LXPUMXOazARNufN/ku3K3SakcNOBKgI6g/vdPuc0PTbqenkMOQXcy1bMnN7fKzvx4pf/zxB2EyiImJsazeYh+pVNrP/ZDcpiO3LDPxGXdcn5oS6u4pQLsWDaHSKN6+osmTwhmVNX8mrtA22M6lYgl5bR+BkEonISEZFHqxMtwqqbxys9AyPmJUiD+bda8rl17PL31j05Zrt0ru8X5JCJqkpIlnZEFqfLjyeWaDV5DY34fXx/6jo90lPOeDTh43cqq5k8b4v7TEUZLomqQIhtOZtIsq8i20f0QwOoMgMu0eOi6Hqcju4rxw/PjxO9lvWVkZsZCcnNzHTSQSiUaj6b0fiS10TdKsua9EBbsEBrrZ6Yai6KhILy8OLWveayaNjcrElpDX9hEIqXQSEpJBoRcrg85guJRTYL/PPaBDqQIAucI6ozXJvUHIHRGl5kjMkBofluA4bLkqiRvt3vdNEARix/ludApCY8JivlvrQGGUJTVsoY0aqwCAA9zQyI8pmiv0t53Ar2naj3Y01+jVDpRhiDKN40IsHFNIWow9vlVyuExlSY35582bN0tKulrq+5lfQ63uPPjOzs593OTYsWP92gWJJXnP/tvHlevhKehL5+AQd7ZaXfLeNqt2rVar1+vNP8lr+wiEVPpwwni/lly9bwUjGUR6sTLEhgdrdfrDf/wpaWtXa3XEP52+x1hQkmGJRqfvvRPJMILU+LAkt0mFUBCRoH/OaP4+/BKhW8je9SiD5kBhVCU1HKbtAf/ZVFioVXBQ6g5p7TllKwCsayrKVrczUcpWafVxhcSBYgxFxrOFAgoNAAw49p+W8p66sTlMdZ0EN2EAgGHYpk2brHv0M2OCQND5utvS0rtnPgBIJJJdu3b1axckZmSX8jqyCoND+mETjAr3rN2erq3vcoJs27bt0KFD5p/ktX0EQip9aFHf3Hrq4vXu/8pqGgDgva92N7fKeh3k3nPfCkYyiPRSY6KkqraqvrmqvulYxlVzI4NO++TNF+i0XrYlGTYgDkopTzJUGMYap1FQAKCOyHp7RRKNq6jfiXtpNFQkYFXIdKM9HHnNVxZUshk2BtRgpggG91GBNwCEMThft1XSUdSVSl8p8geAKRzxyrqcqRwxHRmJGiSgIshzIv9NklIA+EPZslNWs1zg270bhYLSnRiaumaWn8dHH31UXFzMYrEQBFGpOj1EiBoTlD6fCxEREYRvwsmTJ5977jkazZ7VSSqVvv766x0dHf2bG8lf1G47HOArQNF+XIoZTjQPD2H9/04Fvf5YT32G8bV9wNBQ1Pz/sIRU+tCiVSavqG0klrPyiqNDA5gMOgA4MRjBvp46vV5vtFFgaMvPvy2cmeoicFjipP7Sk2AkI5lenhojgvy+ff/leyMKyX0LjUoZbBFI7inDWOP+Qmcmje7CHomlDZqVBqbTQCwFXDatscMw2sORwihvlYs4NrwqnFDKVI745/b6Cr1KZjJSESRfq0hkdX5FRwAC6Kx6gzaAPqLrHC3mefwmbyrQKQDgq9bKZqNujSiQhVqfthwhp/lG0Xdbvzpx4gQArFq16scffzRbGby5LB6bRaP09eVqxowZX331lV6vr6ur27Bhwz//+U+0hxezc+fOffrpp42NjTwej0qlEgkglUpl30MtSJqP/hmcFNTfrdxdOKW/nu3JypCfny9wdT916tSoUaMAwOO/AAAgAElEQVQ8PDwAoKqqKicnB0GQ5ORkV1fX23tvbr506RKFQklNTTUajSaTyc3NXm6IIY2zEzPCTcSmO9JX675iGN/QhyWjw4NGh3ee+1l5xUvmTPJw6T1/Z4ifF4vJuMuikZD0j94fLxQq9dHzV3YfPrXr0Eni3/9+O2M0keE3IwiFStt7J5JhxDDWOIognjx239+shhMcOsVkHEhZQZ3BxGU4+DlVVVrL5tqwMpTolBtbSmOd+K+6BP/TLRQAmAiqx7HbwmAYYwQ7MhCgCPK51yg/WqexbF97w4KqK1vbqgq1CjVmAgA1birWKY+zOp79z7uEiSEtLW3ZsmWWg2g1+n69Wbm4uKxcuZJYTk9Pf/LJJ0+cOEFYEHAcVygUOTk5O3fuXLp06euvv97Y2Ojq6vrdd98FBwcTm5w4ccJoNBYVFSkUijs+AMMco1xp0hpYrH6/M/D4LFVFfU9r//Wvf61/790bN25gGAYA+/bt++yzz+h0Oo7ja9asKSoqIrpdvXp11apVer2eQqG88847W7duPXny5IDnMiTgMxnD2MFtGN/QScxMHRfHdhpIbv6CsuqSqjqHy0NCAr36Mmh0+ve/2j06PAgzYS2y9piwwAvX8oJ8PCndvpmQDGNcBH3NSE8yPCA1Pizx5NFVyl5S0NtE1qH35tMdK4xOKmcy/bFu7be0HbO4rmEMDgCcV7YCwBgn55/b61PZIgBQmIy1Bo07lfxiAyIKfatP7NrGwmuadgCQmgxbpdVEWVAqghiJnAsogBYoFMozzzzz3HPPWY0wgNP8qaeekkgkv/zyCwAUFRWtXbsWAKhUKoZhxIurmUmTJr311luurq4JCQlXr14FgG+++eabb74BgJ9//pnL5Q5o0iMFXUs7o/8mBgCgM6j6DhVuwhBbhtSWlpYVzzw7b+4c4ufhw4d37NhBRL7w+fzTp0+Hh4djGLZx48ZPPvkkKCgIAKZOnbpo0aKlS5fewWxIBhnyhj7MqKxr3Hv4VLO0XeTMm5EcPy42EgC+/enIo/Om8jjskqq6AycvSKRyZy57RsqY5NhIq81bZfJ9xzMqahsAQQK83Bta2hbNTAWArb/8PiUp9uj5Ky0y+QdrlrfJO/YfzyitrmfQqKNCAxbOTHVi0AFg276j40ZHHMu4Wi9p5XPYU5NiJyfF2hHMCqVKs+9ERkFZlQnDwwK8H549ScjnqjTaAycv5JVU6g1GHw+XhTNSA7zdCZESRoUdy7gikbaL+LzZqWOFzrxfjp2TtLXzueykmPA5E5MQxJ5ILTK5zVlYTVan1+87npFXUgEAIf7ei2dNFPK5vR5Jkl7pxcqQnV8aGuDzxIMzrtwspNdSZ00YmxI/6oPNe4wmI41K5mUYKdS1SMN9HeotTXJ/Q2r8Trh48WJlZeVjjz0GADiOv/baaxs2bGAw+vHO0NTUVFpampqaatl4+fLlkJAQkWjglc9T/Lm1zUq9wUSn9cNM3CrTMCiIn8CRL/aYzoAZTFQqqsexaoP65YZb5lWT2aLD8sZqvUZq0vvTWFV6FQZ4KJPzRmO+N82pRKd83SUYJcOMAQBARKF/6z36qKJ5S1tVveH250rjX2kdUUBi+e5vbvnc7FBgyQBOcwRB3nzzzYSEhM2bN1dXV3furmssbkxMzPPPP5+UlET8XLZs2dmzZwsLC80dKBTyK0UvUNlORsNAIpxNJpxCp9o0MQAAnU4Pioox/9y7dy8ANDU11dXVnT17lslkAkBzczOHwyFMDADAZDLnzp07AElI7h/IG/ow449LN1YsnOUmFlbVN33zY7pY6Bzs61lSVa9Ua7ls1uYfDz84dXxEkG9ji+zwH3+GB/oKeLfLOWEY/uWeg6NCAh6bP1WrM/zv9zN+nm5xEcEAUFpVV1pd/8DExKjQABRF/m/PwYRRoYtmTjCasF+Onfvp9zMrFs4GgJLK2sLy6icenBHi61Xd0Lzz4AkcYEpSbE+CWQn/5d6DQj73jWeWODEZF67l/fjbmdWPPfjV3kNcttOryxczmfSs3OJPd+x7d/WTLgJ+aVWdpK396UWzBTxOfln11l9+53PZTy+cHeDtLpG2b/35dzqdNj053o5IPc3CarLb9x+j0ahvPPMIjUo5cznni12/vvu3J+0fSZK+0IulQKFSiZ15QCSPwQEAOCwnIZ/b1CL18XC1vy3JsCHIk9T1yILU+J3Q1taWn59vMpkoFMqNGzdUKpXJZAIAiUTS0tISERGh0WgQBNFqtUKhsLy8nE6n+/j4WI6g1Wrb2tqIZXMHqVSq0w3EE8EMl0FJ9uOXlLWPiuiHqaK4uO3hUQM3bdjEIO2gsRkAQEfQs4EpVmvn890bDVohlc5CKIv4HgyUMorJe5jvKTUZ3KiM+8fAcMg/sdc+ywW+NlMz2iHRyflayKS+95/LdZvDdSvUKXI08mq9ugMz4jgIKbRwJjekA1Wz3S1NDEeOHDEvBzlZ57ag0+nXrl3rdY9Tp06dOnVqXl7ejRs3ampqFAoFhUIRi8VBQUFjx4719OzyWOnk5LRz5878/PzGxkYWixUeHu7i4tL32Y1M6K4Cg1qHmTC0n7FdGrWO6dJj5Usejxfsdbtoxe7duzMyMnx9fd3c3AICAhobGwFAoVBYpc8QiUQGA1lZbAhD3tCHGfOnJPt7uQNARKBvfFRIXkmF+WUew3CdzhDi7+3hIvJwEcVHWtuXm1qlMrni4dmTEAR4HHhkzuT13/xgXmvpBfD2ymXmRA+PpU3/t0W3WRMSCMNEVIj/w7MnpZ+5RLzS2xGMoLq+ubFF+tqKxQw6HQDmTkoCgJpGSV1TyydvPk8kuZyRMqaspj7zet5D0ycAwNxJiZ6uIgBIGBV6Puumt7tLRJAvAPh6uM5IGZOVVzw9Od6OSHZmYZ5sY0tbWW3DJ2+sJD6fL5yZeiW3sLy2wf6RJOkLvVgZvN1dfz2ZsWB6ipDPbWhpAwAcx1tlcg57RGfeGmkUVjfEBPn03o9kuEBq/A4ZN27cpUuXJkyYkJ2dHR8fDwC5ubmFhYURERHbtm0Ti8X19fULFy7MzMxks9kqlaqiomLSJBsvlunp6eYODhFs/QzvubuLQkOc6X3LBybv0BWVSve/EuuQvZsxabSUnisUUADx/ivjgNNf0Xl0BLUXKOHlBvMmg5cbKFRwKQcyrztU3vsdBCCSwY1kWIchSNTtCrWmp63u8DSPjo6Ojo7uS08KhRITExMTE9N7VxIAAEAoqCAupEXS4ebRv3yZLc1y0dSEHodFELPS8/LyMjMzt23bRhQgyMjIIKwM7u7uTU1NlltVV1dbWY5IhhbkDX2Y4Sq6fVngc9ka7e1KpRQKmjY1edN3P4+PixwfG+XnZZ20lUpBjSbMYDQShQK1ej3DIjtPqL+3eRkzYScyr7XI5CajyYRhSotbSbCvl3k5yNezqVVKZOuzIxhBvaTN01VEmBjM1DW1erqJCRMDQaCPZ+lfqSLEFlUzBDwOl3U7dbeQz9X89enFpkhUCsXOLMyTbZBIGTTasYws8yoEQZRqjf0jSdIXejGTRwX7i515l3IKg3w9lSrN5zv3f/TtD76ebqTTyIgiOtC7904kwwhS43dIVFTUrVu39Ho9g8EgHuKDg4ODg4NLSkqIJ/iFCxd6e3uLxeKSkpLg4OCUFOvv+QS9dugvY7w5i6NEf5ypxvuQBdJgwI6fqnxvmo8bx8HZ1zG9oafyBAMhORbWrYK6ZthzGM5dhVkT4LUVMHxzufUdFEWwbs95ZsjTvCd0TdK85zdmxj5xbd6rbeeyB0UGj8fm1DX1rw4ojuN1EoX7w9Ps9DErXalUisVi4uqEYVh6ejrRzuPxvLy8zp8/T/xsaGggsoeSDF3IM32YYVmaFAFr9765k5L+sXIZiqD/3XPgq72HrLL1u4oEHi7Cb/6XnltckZVX/P2vxyeMGWVeS//L4qBUad7bvLtF2h7s4xER5Bse2MVKRbX4SkFUMMEwvFfBAADDMFq3iDkMw6hdG2lUiumvRD9d67B2GdPsZd+TSPZnYZ6sRqujUFAGnWr+N318fHigr/0jSdIXenkOQxD422MLUuKjEAR5e+WyxJiIGSkJf3v0wXsjHMl9QnZJ9WCLQHJPGcYaN+F4TbtcM6CY537B5XLT09PNHgoHDx6kUCgLFiwg3MU5HA4AeHt7P/3001Kp9MCBAzYH6bUDAMgu5V1OXZk152VlSU1fBPtinr8YxU+eqTQYu+devI1KbTxyrHR6AOdv493tdBsYmMGEUhwU+iAWwFML4MNv4PdzUFoNWXnw7v8BjQZzJzpm/KEMSqFguh6tDNfLajp6tkGMWHQS2YX4JxnXcke5szzapTmPrG3Y98e9F8Nn+QPtCk27VNn3TRrqpBQ3kcv0sXb6mK/tCQkJWq329ddf/+CDD1avXj1x4sRr1679+eefALB27dpdu3a9+uqr69atW79+/aJFi+5kIkMCqVprGL6vEMP4hk5iE09X0SNzJ2949dm29o6svGLLVQ2SNoVaE+Dt8cflG1l5xTPGj3louo1vGLfKqsQC/uNp08fFRibGhIf4e1sNYl5ubJFy2SzCM6JXRAJes7Qd7/qVQyzgSdpklo1NrTKRhQtDX7Apkv1ZWApgNJpmpiTMmjCW+Ddj/BgizsLOkSTpC/3I4Mhk0FPio+6eKCT3LWPC/AdbBJJ7yjDWeJVU3qJUt6m0cXfZ/2369OkffPDB4sWLiZ98Pr+ysrKioqKqqsqc/a66ujozM5PJZPL5/IaGhqqqqvHjx1sOYtmBSO5g1Q03YdceejMqxF3b0pLz6LoJ13b1KhiNghxdHv7CoYp9B4sSEzyD/Z2tPjlgGJ5f1HYtu2n1eLd/TrkrH8EQBPriTNEnUhMgMxvqmm+3YBjsPQxvPQe/nXPQPoYsOG7HpwNxYhQ0t47xdh+ZhV17ovzjXV5u3NBQDwBwFnA4XKdrr3zhaddB4G5AcWJEfvnajdWfpCSH0Bm9P6opldqCosaxJ/4LXXOjrlmzxrz866+/mpdpNNpnn33W2Nio1+t9fX0RBJk2bRqRpFYsFn///fc1NTUIgvj4+Bw6dGh4Fx+VabQlLVIhixnqIhxsWe4Kw/iGTmJFQVn19YLShTMmsJ2YCAIIgljdalEUMZkwHtspJS4KQRAeh2U0mbqn8+eynGRyhUarc2IyjEZT+h8XLdcey7gaFezH47A1Ov3hPy4mjQ7vo3ghvl44hp++lD1j/BgAaGxpu1VaNSUpFhDkROa12aljAaC2qeXSjfyXnlzYr4nbFMn+LMwE+3nhAIf++HPBtBQEQTqUqrNXbgZ4u98srrBzJEn6Qu+3roraxkOnM2sbWyYnxT44bXxucQUAxIQF3n3ZSO4XrhdXkXepEcUw1jjh82a6m7eL+fPnEwubN28GgJUrVwLAvHnzFAoFm81OS0ujUCiEE2BqaqpWqwUAIru7OfjZ39/f39+/ewcCyxhpk0ZnUuvc3J21Wn1FViXRqNVqS0pKOjo6AgICvLxuByuaYVDRHYuDT5fK3zpefeFinb8Pl8NnMugUjcaolCqqajvi/AQnng6P9WQ7+th0gtBpOGbPk6IfiJ2hvNa6sV4CQr5DjRlDEgzDUUaP0S4GEwYAJgwjrQyWdGQVBgtvx4TynVkmtVbfJqeL+vdt7c7xWDRFfr3oyt6jY8f4M5n2Sskq5Oqs7KrwT19yHtPL477Vtd3D43bpATa7y/nu69u/rKVDFyOGAYARG7bXimF8Qx/20Gk0qywGNBrNMuiASqUQNgI6jUqlUIL9PK/kFr3+8RZnHqdDqQ719xobHWq5uavQOcTP88yVHA8XIQC0dyjb2hWvLF/k5Sa2HDky2D8iyPet/2xzETrLOpSpCaMsxYgM8vvXl7uceZw2mTwiyJdI09iTYJZQqZRVj6Zt/fm3Py7doNOoao1uyZxJVApl9aMPbvnltzOXbzAZdJlckTZtfIifV/cx6TQq3SKjE51Gpf3lQ2FTJDuzsByZSqH8/cmF2/cdzcjK47Kd2toVKfFR4YE+1/NL7RxJkr6AXLiQMWFCak+r2zuU//py5yNzp1ApaHZB6aplabVNLZ/v3P/pWy8gjqslVlhevfnH9Beef8Lc4stn8yyejc5eydl96GSgj4eHi4NTnfcdGo2aNiVZwCerfJOQDGGKJW0yjY5KQRO8HR8IMCgUvPx5448nMBwPee85/78tvnz58qeffhoXFycQCLKzs318fNatW2fncl3Rpj1Z2l4l07VqTB4cqrbgnD/H9LdnV9xVmdVVjZfHPTN1SoQDxlo0Exh0+PG3Lo0eLvDO87DmQweMP5SRNMqqaOzEU/9nc+3VmkYMx2M9XZl9c3YdIeQ+829ubkFAcOf1QavVn88omtV6Egapfmr5pj2Vn+wND/Pw8hZ2P5ExDK+qlJRXtkRtfsNzyfS7IcDp06dVKtWDDw7bUNkWlbq8tZ3HZES6DdoTJsnAINzsMQwzmUx6vV6v16vVap1OR5jphwE6vd7KymDVYjJhOI5TqRTLdo1WJ+tQ8rlsthMTunL2Sk52Qemryx82X0sOnMqUyRXPLJ7TfV9KlUamUAp5XDaLqdMbiDyRb2za8tKTC8XOvBaZnM9h87ls+4J1nxSO440tUhRFXIUCFEX+aoTmVqnBZHITOZtNCVZjGoxGCkoxb2Lu0JNIdmbRfbIA0K5QqjU6sYBnFsDOkRxyXLt2jUKhcDgcNpvt5OTEYDDodDqVSiWSZNl8SrwlaTcvf7/9xxWL5kSHBvR9j4WFBb08W+QUliXHRqbERxVVdEb8+ri7sJ2YrTK5i7B/qY/vnIraxoraxnu8U0tchPy5E5MGUYDBIre8lkxQPKIgNT6EiPziFb/VD1Oc6EwvVwzDPvzww61bt5r9HdatW3fs2DE7Fe8DRcwXRO7wl9IPqXn3wDuaymUZ9A6qjXfhGnzwEpy5DE2tnS0IAo/Ph9OXHDP+UMZgxGguPaZqxka2o0dPBLy67PLkVWw208XdWaPW5eTVBr6ybLBMDAAQ9OYTwolxhS9/XppR5O7GF/CdmAwajuNarb6tXdPU2O6cNCp570ec0D65Hgzg2j59+l0xXpDcM8gb+tCl+5uwVQvlL080y3YnJsOJabskk8FoRBEEADdnUtT/dS/uvi8O24nDdvprbRe3OCcmw9ejS4XUngTrDoIgRHHKro3g3i1kydqPo5tzhNWsrUSyM4vukwUAZy7HmdvljmnnSJL0hV6sDBiOs5ysjy8+SI8mMWGBAd4evfe7O9ColEljRw/W3geXCD+yitXIgtT40IId3Jk9obm5mcViWYZULFmypLKyEgAKCgoiIyOJRqPRWF5eHhYWRvxsa2vLzMw0mjAPnrW1vqqqKicnB0GQ5ORkV9fO+3dBQUFoaOj58+eVSmVcXNwAPKtpAq5Ro8NxR7y7SaTw4+/w7t/g11NQXAECPjw4DYxG+O3sHQ895DHoDDS3HkPNUQQhDQ3d4UYFjjnwcf6Ln1y/dp3GYQW8sizw9ccGVyTBuFHjL2+X3yhpPpxRe+WWrrkNQSlMT7FzWlzygxPZIf14gSSv7SMQUukkZlLiRl26UfCvL3eFBnjTKJSaRkmLtP3VFYv7MYQDXdkdxX0oEgkA9GplCPbz+vZ/R2ak3C6/fKOgVKvTi/uZ/NMhxIQFTkuOv/f7JSmrbybvUiMKUuNDFDc3N4PBcOrUqRkzZhAt0dHR0dHRAPDee+/98ssvRKNSqdy0adP27dsBIC8vb/369YsXL+7QGt555x2hUDhqVGddq3379l24cGH27Nl6vX7NmjXvv/9+eHg4ALz11lvR0dGjR492cnJ65513Vq9ePW7cuH7JiaAoje1k0BvpbAa4iYHHBgYdqFTQ6kChhpY2UGv7MVxGFlQ3wINTYWYKKFXw5w04c3mEZ2Qg0BtMdNcerQwjzcRw8eLFysrKxx57DABwHH/ttdc2bNhA5Du0Qpgam5r3A6Y3oPQes1pcvnw5JCSkrKwsICDAbIC7q/DjQvlxdxoYTF7bRyCk0knMsFnMf/3tifLaxsaWNhzHo0MDQgO8u/sI2GHFQ7MGMXrdJvehSCQEvfxh+Xq4TkgYtfbz7S5CZ5lcsXHr/2oamtc88RBpNhpR+HZzbSIZ3pAaH6KgKPrf//5348aNmzdvTkxMTExMnDBhgmXmyO5s2LBhw4YNQUFBKo3u8SWLFi1aZLYyHD58eMeOHTQaDQD4fP7p06cJK4NEInnuuecCAgIAIDg4eMeOHf21MgBA3Hfv0MZGgIsAWmUgV4BOD0YTMOjA44CrEHQGKK+B/FK4UXg7FMIO1fXw5Z7+ynBfkencsSKuQIPiX94KWdgsdsiYGhMu8OmxlgrhNTtyaGtry8/PN5lMFArlxo0bKpWKqNsilUrb2tqCgoJQFFUqlSiK1tbWBgUFUek0uVze1NRExHgzGAzLnlKpVKfTRUdHMxgMiUTS0tISERGB9lzR4z6BvLaPQEilk1iCIEiwr2ew7wANT5HBfo6V5865D0UiIejdfDV3YtK40ZEVtQ0dSjWPw44M9mORMSojjGaZPNDpXnyrIblPIDU+dPH19f36669lMll2dnZGRsZnn322adMms+HAColEQqVSg4KCgFC6p6tlBoe9e/cCQFNTU11d3dmzZ83WCjc3N8LEAAAeHh4ymawf8ml1QKFAcaWLrA2+2AWNEjDZKjYh5ENoAEQFQdo0aGmDM1cg8zoYh21BewB4Kq4gMaWQy9QvR03zT6fQcAeY8pVqvU/fwvVHCOPGjbt06dKECROys7Pj4+MBIDs7u7i4OCwsbMuWLatWrTp69KhOpxs9evT27dunTZt28uTJlJSUjz/++IEHHkAQxLInMeC5c+coFEp7e3tERMS2bduef/75QZ1f75DX9hEIqfQBk19WzWU72Yz2N9OuUGZev4UiyNxJvSduq21qMee5IxA58+IjQ+5U0PsSlUZ76s/rsg7lmKiQXksTNrfKrt0qaW6TIQh4u7mMi43gslnEKvNBo6Aol80K8vUUds3Eb3lU6TSar4drwHBJ7z3U6cXKUFHbePZKzpSk2IRRYfdGIJL7EAH3bhW0I7k/ITU+RMFxHMdxFEUFAsG0adOmTZt2/vz5jRs3EvYCy27EQnt7u7NzZx5fQukikchg6MwFtXv37oyMDF9fX8Ks0NjYmXzX0jkCQZC+ZurR6kGrgwMn4eINUGl66SyVw+UcuJwDOw9CdBjMToVFM+HgaTh7ZbiGQmgoOM9Jz2EYMAATgjvEyqCSKe0kBeyH7oYLUVFRp06dSkxMZDAYGo0GAC5fvvziiy8CQHFxsVwuB4B58+YR9VnOnz+/cuVKKpWqVCpt9iQICgqSy+UlJSVNTU2DM6v+QF7bRyCk0gfMpRv5YgG/u5Vhy8+/LZyZ6iLgK9Wa9V/vjYsIjuubpeBE5rX6phZ/r9vvwHq9ESIdKbNNHJMFqZ98ufuAu4so2Nfz+1+Pv/hoWqi/d089j56/8tu5y/FRoYHe7jgOheXVR85eevbhuYRtwnzQTBgmkyt2HDgeHxX6RNo0cwZHy6Oq0ekOnLwQExb4zOI592aaA8b8VwSDpKB7QC9WBk9XkYeL8NufjrCdmNOS4xJjIuhkyauRh0ZnEJAVPEcSpMaHKKdOnTpz5szGjRvNLfHx8VKp1Kpbc3MzsSAWi82vRoTSq6urieSReXl5mZmZ27ZtI+LjMjIyzFaGfmMwgsEAuw/DheuA2fJcsIMJg5xCyCmEQB94PA2mjoNtv0B1wwAluY/58lbICgTDAf+wzJ+JOcDxXq8z4gjQXXqsBjXSTAwEXC43PT190qRJx48fBwAURXEcRxBEr9cTwUHUv0KUaTSaTqejUqlqtZrJZHbvSXDw4MEZM2YsWLBAIpEMyoz6BXltH4GQSnc4IX5ehFv35ZzCQG+Px9P6XIcFx0eHBy2YnnIXhevG+as3JdL2h2dPupc7lXUoqxslbz67lEJBK+oaSyrrerIyXM8vOZpx9a1nl/p5dcb3TUuOyy4o++X4+U4PiK4HTdah/GrvoZ0HTz7/yLzOIbp1eO//duUWV/TqQDG4mP+KBkVB94ZeHmWYDPrcSUkfv75y4czU7IKy1z/+9uej51qk7fa3IiEhIbk/4TDoAODUn1xHQ4iEhIScnJySkhJzy4kTJ2JjYwGASqWazQ3mNJBCodDZ2fn8+fPEz4aGhjNnzhDLSqVSLBYTJgYMw9LT0wcok04Pf2bD6g/hfFa/TQyWVNTC+q/h5J/wzvMwY/zAx7lfWdwklp4e3/rH+Jcre/zg0y+USi0nwMtOBxqK0CgojWKjnvkwZvr06WfPnjUXRpk2bdq2bdvS09OpVCqLxbLsOWfOnK1bt/7++++ZmZkoivbUk8/nV1ZWpqenV1VVtbb2IYcIyX2GE5WKIAiL/IRG0memjotjOzEBoE3e4S7uMcPufYJKo1VrdPd4p0S5TBRFMQwvr2lwEwt66vnb2csPTEoymxgI4iODP/z7Cpv9BTzOC0vnXc8vaZC09dQhPNC3qv5+dy4z/xUNioLuDX26qiIIRIcGRIcGFFfWbv7h8InMrOjQgPlTxw84dwjJ0MKJ0WOebZJhyTDWuBef68JhDdc3K6FQ+K9//evtt98ODg4Wi8XV1dUA8O9//xsAVq1atWrVqujo6IaGhoSEBGIVALz77rtvv/324cOHaQyGVq1esmQJ0Z6QkLBv377XX3+dx+M1NTXNnj17586df/75Z0pKnz/C4DjoDfDNT3DlpmOmh+OQkQUllfDyk+DnCd8fuCOzxb3luELSaNAiCNAR9FFn23YEGo44JFCCQKXQsMP87XQIcObxOSx0WLpp2mL+/PnEwubNmwFg5cqVABASEhIUFKTVagnDgfnvf/ny5aWlpY8//jibzZbL5V5eXq6urpY9iQwmhOOPQqFgs21Q2p0AACAASURBVNlpaWmU+/7CMoyv7QOGw6AneLtT0GF7IpBKdzjf/nTk0XlT80qqsvNLUQSpaZJMiB81NjpMo9XtO56RV1IBACH+3otnTbTKINATF28UyOSKByZ3Znb4/dwVAZ87Pi5y276j40ZHHMu4Wi9p5XPYU5NiJyfFAkBPO1KqNPtOZBSUVZkwPCzA++HZkwrLay7eKNAZDF/uOfjUgpl8LrtFJt9/PKO0up5Bo44KDVg4M9WJQQeArb/8nhgddizjarO0XeTMm5EcPy420uaY57Nuhvp5R4X4E9LiOP7lnoPPLJrDYTuZZ8TncJgMer2kNSMrl8mgj4myXR9HqdLUNrW8+NiD/Tr+LkLnAC/3oooazx4ym+oNBlpXu2FPR9LOwdz6y+9TkmKPnr/SIpN/sGY5anGJ6H5MhHxuTwe2p12b/4r6qKChSJ+sDDiO3ywqP3slp7qheXLi6Aljostq6rf98tvUcXGzJoy92yLeDxRX1mq0utiI4MEWZHCQKVRkXN+IYnhrnH7fvwncCePHj//ll19qamqUSqW7u7u5xl5qampiYmJDQ4ObmxuLxXr66aeJdi8vrz179tTU1NS3tifHx5jHodFon332WWNjo16v9/X1RRBk2rRpRNk/sysEADg7OxMVMa3BcVBrYf03UF3v4Bk2tcJ7m+HV5fD3J+DLPbaTR95nFOgUUpN+hdAXAK5q2i+qpeNZQiVmZCEUFEEUJiMGwKdQAaADM/JQqsSoazHqI5hcFECJGVFAag2aIDqbiiCWq+wjV+n4SbazfhIM79O876AoauXFQODj43Po0CEMw8znUU89uVwusfZui3rnkEq3yTA2MQCp9LtASVW9Uq0NC/D2cXehUCgp8VE+7i4AsH3/MRqN+sYzj9ColDOXc77Y9et7q59Cu/51NbfJcosriGWxgE+8J4f4ea7/eq+/t3tUsF9+WfWJzKx/rnocAEoqawvLq594cEaIr1d1Q/POgydwgClJsT3t6Mu9B4V87hvPLHFiMi5cy/vxtzNL504urqyVK5RTx8Vx2U4A8H97DiaMCl00c4LRhP1y7NxPv59ZsXA2AJRW1dU3t65YOMtNLKyqb/rmx3Sx0DnY17P7mOGBPscvZJmtDLdKqxpbpGxWl2pWCALjYiM+27HPRcB/6YmH0B5Osbb2DhRFidwE/cJNLGxrV9hclV9aVVhR89CMCV1U1sORtKO10qq60ur6ByYmRoUGWMnf/ZisfuzBng5sT7s2/xX1UUFDkV6sDBqd/o+L2eeu5vC57OnJ8WueeIhKoQCAq8h5dFjQPz77bsKYaMLfY3iz5/Cpxhbp9n+/PtiCDA5u/T//hytarbaiogIAKBSKi4uLUOgYTzmVSoVhGPGoej9AanxIQ6VSAwNthCMyGAxzbQgrfH19RS42Sh56eHiYl9nsPj+n4jhotPDPL/pUhHIAaHWw6Tt4dQU8twS2/Hz/54PMVEmX8TuDFxKdOhMlHFVI5nBcuRTqrx0NKsz0gsgfweGn9vpxToJCnSKCwd3WVvW8yP+oQqLDTKOZ/O3S6mSW0HKV/Z22tWt8Joy204E8ze3DZDKXLl062FI4GFLpIxBS6XcJsYAvFvJpVCoR/9/Y0lZW2/DJGytpVCoALJyZeiW3sLK+KcjHw3Kr8poGmbzz9Tgy2C9t6ngAcBE6P7lg5vb9x15bsXj7/mNPPDjDVdR5p5g1ISEuIhgAokL8H549Kf3MpfBAH5s7oqJoY4v0tRWLibSI5poX7mIBBUVH/WUUeHvlMnOtwMfSpv/7mx/Mss2fkkzkUIwI9I2PCskrqaBRKN3H1Gh1B0/92dQqJaJFzl+9OSkxBunqFtcgacvOL1VrdIuWTuSwnKAHDCYTzSKCVac37Dx4wmA0AQCKwMIZqe4uth+zaTSqwWg0/zx7JedqXhEAaHV6nd647IGp3XN2dj+SU5Ji7WvN0uXBTHV9s83jbOfA2tw1sUos4PddQUOOXqwMjZK2Fln76scXWCZEJWCzmKPDg9Qa7UiwMpgwDBs6rrkOp65FGubr0Xu/EUBFRcXOnTtTU1NxHD9x4oROp3vjjTfufNibN2/q9frJkyff+VAOgdT4CMSRStfpYf03d8vEQGA0wX93w9oXYMF0OHjqLu7IEZhwjEWhAMB+eYMGM8lMhpfEXcxAqWzRRZWUjqCJTs7BTLYBsBK9ssnYGag5j+cuoNCyte3dV/WEQW/SyFW8GHv+d+RpPgIhlT4CIZV+b2iQSBk02rGMLHMLgiByhdKq2/i4KJvZHxNGhRZV1Kz/em9KfNTY6Nt1/YJ9b6fXCfL1bGqV1ja22NyRVmfwdBWZKy/0BGbCTmRea5HJTUaTCcOU6tsln8ymDQDgc9karb5e0tZ9TCcmY1xsxPms3EfmTJbJFYUVNcsXzrLsgOPw7U9HZqSM4XPY2/cfe3vlMgGPAwDX80viI0Ms7REsJkNv0BtNJuIbNp1GTRgVajAYASD97KV6SWtPVgalSmMZLhEXGTwlMRYAaDSqq8iZastltfuRNJpM9rVmM2OlzWMCdg+szV3bnJf9cYYcNhz8qhuazV+GAn08Viyc3d3EAACStvZH5011EfaYv5pk2BDoSVZavk1YWNj8+fPT0tJeeuml1tZWg8FgTi3e0NCZ+l4ikeA4rtForly5UlBQAABqtVqpVJaUlBA/CYxGY25ubnFxsbnFcpNBhNT4CMRhStfpYfuvUOXoQAmbO/p0B0xPhlH3e7HxcAb3mrodABbzPVPYIgOOAwAKYMAxAOgwGWOYvHyt4qZGHuvEPyhvpACygOfhQul8iKFC5zNZ91U90doiFyZGIFR7wUHkaT4CIZU+AiGVfm/QaHUUCsqgU83/po+PDw/ssZZwd3gctgkz8buGt1AtLuM0KgUAlGqNzR1hGNZrzimlSvPe5t0t0vZgH4+IIN/wQB/LtZbv/wh05n62Oea0cXEXs/P1BmPGtbyEUaFW3gr1klalWjM9eUxiTHjS6IhPtv/cIm2XdSi37z9m6YAAAK4iZwqFUtvYYhZgTFTouNjIcbGRdr5h4zhU1Td5uYnNLc5cjp+Xm5+Xm6eryKaJAWwdSQzD7WuNTreR08TmMbF/YG3u2qaQ9scZctjwZTiZeS00wHvSWHueljq94cs9B1YtS/P6y6mDZBhTUFU/OrgfF8oRglwuVygUNBpt586dr776KpVKXb169VdffeXp6blt27a///3vH3/88fz584uLi69duxYcHLxv3760tDSVSnXmzJnVq1djGLZu3bpp06Zptdrff//9kUceUSqVlps8+eSTgzU1UuMjEMcoXW+Ayzch87ojJOoDcgVs+RlWLoE3PgGd/h7ttP9M5og/aykv16k4FGqzUSek0AAglsn/n7zei8qsNWgAQEChmXAcAPgorVKvrtCrqgyaVmOXSVmtElN7tDW0SFWuL8y1LxV5mo9AHK7048ePNzY2IghCp9MfffRRq7UXL16MiIgQCHpML09yDyDP9HuDWMAzGk0zUxKQAaXULauuP33x+qvLH/7mf+nhgb7mr+gNkjY/z854xsYWKZfN8nQV2dyRSMBrlrYTBXd72sutsiqxgG8uvdkik9uXqqcxPV1FXm7iyzcLLlzLW/P4AqutcBzHMJzYYuGMCUw67aMt/wvwdo+LDKHTury3UymU0WFBZ6/kBHhbpx7Aep7IldxCtVYXHepvX3gruh9JOo06AK3ZPCb2D6zNXdscvL8Kus+x4cuwZM7kk5nXfvztj7LqeqVaY2lu0RuMLdL2SzfyP/xm7/i4KEszEskwhrw/WXLhwoVNmzZt2LBhxYoVhCEgPj4+Ozu7oqJi6tSpWVlZ7e3tYrFYp9OtXLkyMTExNTW1rKwMAFJTU6dMmTJv3rz29nYAuHTpUmpq6vTp0+fNm5eUlAQA3TcZLEiND3vwbiFgjlG6wQi7DjlgnL6TWwzFVfBQn8uVDwYIwGsuQQ/w3CewhM8J/Yg0kMEM9nNCv1lc1088ogCAgiAzuC4AMI/nNp3jsoDn8ZF7hIhKX8L35FKoALBc4Gu1qqfd4Tguae5wmZ1sXyryNB+BOFbpBQUFUql0xYoVy5cvDw4OvnjxItEukUjy8/MxDGtra9NoNCUlJRpNp9OvVCotLS0lQlCVSqVarS4uLjZ2/bxJ4ljIM/1O0OkNcsX/s3fe0U0cWwO/qy6r2bLce+8dTDWYYmoCBBJIJfAIkAJphEdCGgn5AoFACiQQSgrwIAFCJwFCCaZXg41t3OUmyZbVe9nd7w8ZIWS54obR78A5q9XM7GhmPDtz5xaN9V8Liu7hQX44wIFTF3AcBwClWnPw1MWm6VEUMxiN1n9mMwoAGq1+0+6jMyaMiAkLnDEhc8uevzRavSX939lXlWoNAOgMxoOnLg5Iim7uQRGBfjiGn7x005JRKJb8c/EGALCYLvVSuUVLneVClylUOr0BAMxm9NCpiy3//ObKBIARA5J3/33WjcO0C0IJAH6e7nQa9cDJC5Yt5Jgh/cICfHKLyhEEUaq1domfHptx+27Z3uPZWn2jJaBGp9/991md3mAVtVgaTac3COolh05f3HbgxEuTRrdqG2JH05aENvdaq23ScsM6fLSVh+mgXo4DUQqHxfjkjZlnr93ef/K8SCxVqrUY3rgepZLJXFd2WIDvy0+N7c4wlu6ubAQBp3VGT3GjiJ/WYkS0x4qMjIw5c+YAgEqlWr58+cCBAwcPHrxlyxYPD4/p06fv2rULQZDhw4fjOL579246ne7q6mrxPW51FWn5KBKJIiIaNb0twdubZukp+nCP603mMonCi+XCYzTrjqivgmOYcN+/wu3HZFfzDQo1AkDjcXij+/vNnOiemdoJna4zwPaDoNN3TnXbzv8OwerFcOw8yJXd/ej2YIkiYQsFIViMIQr0Kg6B7EFq1A20iBUcTgEtfGVF2qCi+rgzwh3Hy7RytaQqwIvrw2a2pfJO+gadO7efP3/+ueees1ynp6dbLnJzcwsLC2NiYjZv3uzr67tnz57MzMwNGzbMmTOnrKysqKgoKirqp59+eu211/766y+DwZCUlLR169b58+d3Vq3aC4rhtQqVmwuN9ciGi2uZPvxC72o4LObx89es+2oAyByQ/OKToyhk0j0/AmQSsXE+JhGJb82cunXPX9nX8lgMukSuGpIaZ6e9z2Ex/z539e9zV6136DTqN++/dvLSzdAAnyGpcQAwJDU+t6ji5KWbk0cNBoDYsKBPvv/Nlc2UyBQxYYFPjR7awoNee37Spj+OnLqUQyGTtDrD9PHDAaBffNSpSzlLvt60/K3ZseHBMWGBS77e7MF1lSnVGf3irXt1MplsawhAIhHJJBKJRHRYJgCkxUVsO/jPiAEpTduNQCAsfHHKpt1Hz93Ic2Uz6xpkfl68d2Y9nX3t9vtrtny2cKbths6D6/r+vGd//+vfd1dscHdjA4BMoU6OCXt/7rMWQwxroxEICNPFJSzAZ9F/ptv61KSQyc2pBtjStCVb7jW7BrFtmaZt0kLDNvdo6yhqYwc9iiDnzmUPHZrRciKL6guR2FXbnsKyyh92Hnp1/kvWO4EcBvvBAL8Go4nqyDyme/hg7RaRWPrLiv/2VAWc9BIKCgouXbpkkTIAwKJFi9asWQMAK1asoFKp77777nfffWc2mxctWrR58+ZRo0aFhobq9fply5ZNmjTJ6t/xyy+/XLp06dWrV2tqaqZOnQoA69evj4+PLykpsc2ycuXKnvuhfZaSBplEo6MQian+DkIq9GHkN+7efmkZ2WAI9GK7e7JpNAqOYzqtsV4kr6yV06ODkrYvo/k9nPmuQgVvfN5caMlbOsXyuiLbO0SEwCAQQykuWSzPgS7t06nerRBc1cq+9olr/DxzMmAY7Dhs97hvfOMDKQ5CD/ZtbufVsF55KvTtVuIjXKsWohie4udFbdF9gxMnzbFhw4Z58+YRicS9e/fqdDqZTPbmm29qtdrCwsKKior8/PzU1NSYmJjw8PCqqqrbt29XV1e//vrrALBr164JEyYcP348KyvLzc3t119/nTVrVk/9igaNrrRB5kqnRts4k3PySGA5f8YwDEVRo9FoNBq1Wq3BYAgODu7S5xqMRsvez4yiCCB2+yO5Sq3VGXhubDvrgBYwmc1EAtEaLhHDcBRDySTS4lU/vTlzKs+VLZYpOEyGncsGhw/CcVwolhIIiCfXzVogjoNGq2PeO1xRa3QylZrLZjFcaNbtlfVHWUBRDMdxi0MBh2VWi8Rrftnz9eL5pObfIGKpXK3Vu7GZrvfE2Vq9waUZW3ut3tAgUwCAhxuH3h57fLvWc0jLLQmOGtOuQexw2CYOG7a5R9uW35YOekiuX79OJBKZTCaDwaDT6VQqlUKhkEgky6GmQ4ORO/Vy6/XPW3fOnjY+IdJxnDKHFBYWtC77sTybSOzhYMI9KGJw4hSENweRSERRlEgkhoWFVVVVAUBISAifzweA/v3779ixIzw8XKlUajSaqqoqb+8HvKj279//xIkTYrEYAKRSqcMsFh2H7qcP97hFUxeD3h77sHOpO3I+d/by+Fg/H9/7jo4RhMBg0kLCvYPDvMpK6/5NnTXk1DpWfFgHn2Ewwr6TzYkYAECLoZUm3fNu/t7ExtWDGfAG1HhJIz2oFE139fuvR0sBEeyQoyaByUZp4si/8NV7sPsYGE22jzO1p6O/byjPYnrE0HpLQNmOgaJYnVAW/eyY1lNiONxbpjt5TOjcuT06Ovr69esDBgx4+umny8vL9+/fDwD79++Pi4ubMmWKxS+ywWAAABRFLctZizGz0Wgkk8kAQCK1aRXapeCAA0Azvtj6An34hd5TWDeHDh0NurKYrqz26YiRH/xDIBAQAuH+HTqN2jQuY3MPQhDEt4m8DEGAaaO/yWTQrR+t2yu7HbWt6KRpmTgO+06cGzukXwsiBgDw4LraxYhoTsRg+crhz2wVcpunkeZaEhw1ZstKBA7b2WHDNvdo2/Lb0kGPIj0/vzvp/aRGBvV0FXoLsbGxsbGx1o+rVq2yXEyfPt1yMWnSJMtFcnJydHS00Whks9lGo9EqLwSApUuXAgCCIB999JFKpSISiS4ujcetdlm650c1xdnjncjVq1dDQ0N5vPtebAQCQV1dXUqKAz3DrkCRU5w7e3l6WgjHzV54bwFBkPAIbxcXyrUJ7w698RvFo0O2aQQCXMxpNVUW0yOBxra9g/PCVtQX75bXZjLc09up0XAfqQLKqiE1Di7fstxIc3E9FDzAk9SO85A9CkE4hfGoSxlEAplrv2iqt+PoX7YQEARzihgeMzp3bs/MzFy7dm1ZWRmTyayrq7NYBXI4nIqKivLycj6fT6fT+Xx+ZWVlXl7eggULBALB5s2bvb29SSSS9a3npKtxvtAfYTrmSbKLOXzm0rW8Ig6LkTUkrafr0mZ6sCV7ZSd2D04pg5PWySuvSQx7tIOp9Ag0Go1GowEApXmBKIv1wJamLVm6AWePdyJ6vf7LL79cu3at5SOGYR999NFbb73VTY/H8dzZn8dG+zYnYrDi68dVKHWFi79P+vWTjjyohA9qTQfyIQCLPMIPKkTXdYqOSxkA4GIODEyyShmoCMGX3GwcrD5MTb0y4IsX25LSKWJ4DOncuR1BkEWLFikUChRFrY6HnnjiCZVKxWAwJk2aRCQSEQRRKpUTJkwAgIiIiLCwML1ebxExWKXzPWgu8TjgfKE/usx+aqyPR68z5Anw8QwL8I0JC3qEds892JK9sxO7B6eUwUnrxAR1n6fPvoTejJ0sUeQINBiGR3nQx0e7cWiPhv2zs8c7kWHDhh0+fDg7O3vYsGEA8Oeff0ZHRycltRQquBOp++siIlf5xbTJGCEi3PvM4fPaSqFLkE/rqW0xmuDanY7UDwAAqAjBh0wTme9bQAhN+n/U4kqjVoujXiTqaKZH/IMaEA7IKzob6qZS1Y1jepIQRIaazqobxrG9aEijDpEZx48oRQUGlRI1e5GomUxeCp3TmFWvLDNoUBy/oZMbcSyaxoqmMttSk3KjptigGcfyrDbp9iuENSYdh0ge7MIdweyZAEwatV4p13o92YqvJQtOXYbHkK6Y2zkcjt0di/Tcqr7HZt//kyEQCE4thm7G+UJ/dIkN7wE9FDOKWi1BbK+tJEd31LKy5+iRluzxR/c4rUgZyquFZ67cGjEgOTSgnYtOJ32IMkF9dKBzALSPY0XyufvK2Gwqz5OJEJD9FeI3D/OXZwXMH/gIOB3swR63HILZhtjQaDRkMrlnlTseksWLF7/11lsDBgxQqVR79+795ZdfAECpVH799dcSiYRMJs+cOTM1NRUABALBP//8I5PJysvLMQxbtGjRmTNncnJyDAbDa6+9lpKS0jSXTqfbunWrh4fH5cuXzWbzmDFjnnzySeujhTuPB3jb7wGag0Qmevm6ifafbdVxoD0YBvkdj71qxnGp2ehKbDQ+PKEWLxPdjaAykmgcLoFSZtTMrs553tX/HY+WVjYbSm9vX3ZsZcwAkg4BgBqT7ov64sEMLo1EBQAFap5bc0uOGkexPAIpLmUG9fyaW2NZXsu9owGg1KA5q5GYcazQoJKgJhqBaJEytFqT6zrFFgkfA/zr+tKhTPcgikuVUbdEmD+a6fF/PrHdf8xTWi4OXjidSG+TnQiG4fDonEQ56RScb/PHEGen92HkKvX5G3cICDJh+IDOKnPZ+m0LX5jixXOzu7YDx+H8zbzwQF/LQb1Errxw845YqmDQaTFhgUkPSiJEYunFWwVShYrLYfWLj+yY/wUnjxytSBl8Pd19PLgbfz/MoNNGDUpJT4xpS7AQJ30Mf4+HUGN+LDlYIJ27v3zsqBA/7/u+ZGRy/ZcnK+QGdMnw3n6w0IM9Pn/+/K+++iogoFG98+LFi9u3b1+zZs0jLWXw9PScPHny1q1bq6qq3nzzTctR3vvvv79gwYLY2FitVvvee+99+umnXl5eOp3ut99+W79+fWxsbHFx8fz58995553//Oc/KpVq0aJFmzZtaprLxcVl586dX3311TfffGM0Gl999dX+/ftbXY3Kr+SHR7dDsMVzpYuyc6C9UgYyCQT17ctiwx+KWi2OjmZ6AIDUbPxMdPdFV//XefddGR9SipbXFT3j6utPdhx/9NuGsj1ywZoF7wySGuFqbtME22XVUtS4O7Afl9Q4kK7q5Atqc0drPIYz3J/i+DzF8ckoO/+ia8AEdmNztbEmctS0UcLfFphqvXNRK32zNm+0umFk92o06HTGujr5iIXT25geQR4zJ6hOnG/zxxJnp/dV1Frd8h93pMSEp8RGdGKxBoPRaDY3vbZFqlD98uexwvKqGRMyfTzcq0Xirzb/PjA5Njo0QKXR/f7Xv4XlVc9OGGFJXFhe9ePOQ0NT42NCA+ok8tVbdz83ceTglNimxbYLHAerycZPfxyZOibDw62tZypOuodWglPSqJQJwwd89d68qWMybhaUvvfVxj/++lcslbecy0kfQyxT9XQVHiXkevO8feUTx4TZihgAwM2VNml8+JpzgsJ6XU/VrY30kh6/ePHitm3b1qxZ0wc0bKdPn37t2jUSiTRkyBAAyM3N9ff3t3gSdXFxee65544ePWpJmZSUZLkfGRlJpVLHjx8PACwWC8Ow5nKFhYVlZGQAAIVCSUtLq6ystD5X36Cg0dohoKHRKPpacbt/nlIDKNqWhAV61VWd/KpOfkUrO60W/6kQvifM/1Zc9pp7SCKNDQCXdTIc4BX3BzQMx7M8EYBigwO/DzjAKnHpPoVwnV/iIFcv8PVw+NxyoyaSyrSKGAAgne461IWbr292qLexJhjAex7htuKPwS7cUArjlk7RSlt0NqVl4qD5T5Fd2+fb3MljRXfO7UVi3dQdRdFrbk3ZXlRQp+225zqxo5e80J10OpdvFYb6+7w4aXRc9+rk19Y1LFv3m4+ne3xEsOXOqUs3h/VLfPHJUUNS48dl9H/n5WmnLuUYTY0hn/adOPfcxBEzJmQOSY2fmjV03vSJu46efsjwRmev3t57/Kz1Y0SQXwvRK5z0FG2MZAkJkSEJkSFFFdU//O/g8fPXEiJDnhw5ODywtx/JOukUWIzH0Ylah/n9lsTfj+Xl4WBjzGCQE+I8118S/TC5HSFnu5/e0OOXL1/etm3b2rVrbUUM9fX1Fy5cQBBkyJAhHh6N+8mCgoLIyMizZ8+q1eqUlJTAwMDS0lIfHx8Go9HfoVarFQqFYWFhACCoqc7JuUUkEgInjPP07D6dPQKBMGjQIB+fRrVVPp9fWFj48ccfWz4aDIbo6GjLtdWJGgC4u9/3GGQ2m5vL5ep6PyoEmUxGbTb8RAoJa0+INhTFiO2RSjSibusWYrW40bACAWARSDwSNZ7G2uqfkkhvtNwezfQYzuBRkAck4DLUhAHoMXtBBobj/1dffEgp2uyfnEzngFIF7o5P7QLI9H1KYa5emWjjVWGtb3wLVW1jTcgIYWATp5U+ZKoac3D+03UY9CahQJr59nNtz4IgiDOM5eNGt83tVXLD8I13UlN9M+K8BUJ15qb8K28khHB7/s3yGNIbXuhOugKJQunNaz2cUKfjymIufOmpiCC/9f87aLmjUGmCfe9rTfLcOAQColBrLcoF86ZP9ODeX6XEhQfrDUaJXMl7CNUDjU6v1RmsH0cO7KagXU7aRZukDDiO375bdubKrUpBXWZ60tC0hNKq2s27j4wcmDJ2aP+urqKTHsdkbtMppRML56tUfn7NeqoL8GdevFzbnfXpAD3e41evXv3555+/+eYbWxHDlStXNmzYMHHiRBzHFy5cuHTp0sTERABYsmRJQkJCUlISnU5funTpggULiouLcRx/+eWXLRkPHDhgMpnCwsL27Nlz7NTppMFDcRRduHDhZ599Zt3bdzMcDmfQoEGvv/665SOKomZHSoltyWU0Yu5/vgAAIABJREFUGlvIQvN212r0FGpbz7e1GgMtOrCNie+j17eeBgAAfglISWjRjyMFIVAQUGPmXL2y2KAWmAxVRm2eXtk0JYrjy+qLLmqkZIRwR69KpnNAZ4BmXBLM5AZc1srmVOck0zmDXNwGunBjaKyWnRK0sSZMAtFOEgEAJECw7jVHKC6tC5g1sV1RSBtFDE7XDI8T3Ta3/3ipLiqGlxjHAwB3N5pWb/7+ouibJ4K75+ntAunrfwM9/kJ30hVcuJl/M7+EgCBVovqhqfH9E6I0Ov2+E+fyiiuMJnOAj8fUrIwQf28A2LT76IgByX+dvSKWKT5fOItAuD/gxTLF3mPZJZW1VDIpPjJk6pgMOrX1YwaGCy0iyM/2TlRIwOXbhYNT4yhkMgCcu5HH5bDdOY3velsRAwA0yBQIAgz6A8KvTbuPpidE/Z19tU4qd3dlZw1KHZgc21wlb+aXXMwpMJhM32/f//KUMRwWY+Pvh59/YiSbyWihEZorv5hfs+/EuXqpwpXFyBqSNij5YU05nFhpRcqgMxhPXbz579VbHBZj9KDUhS89ZfE16unumhQV9sHaLUPTEuwGipO+h/O8q40IVcaCOl2RWB/Ia3ZTRyET1YZuPeTsAD3b49euXTty5IjRaCSTydabRqPxu+++27Bhg8WfeUZGxrJly3766ScAqK+vnzt3bkhICACEh4f/8ssv77///htvvGGVMvz999+WQJIHDx78ev2GKqXK3cUlMTjg5MmTPSVlSElJ2bRp06xZsyxilG+//TY+Pn7s2LEdyDV48OAWsvAmDKo/ccGV21YpQ71C5zuhpQIdg2LtztIMJhxbJ6nYLa/1IdHCqQxPEjWD6f4mL3R+7W27lGVGjRIzb/JPOq+RbpBUDGe6B6AYEB2bAboTKTuD0s6qJec1koNK0Y8SvieJ+qyr34uu/oRmgnG1sSa9YYOikGnqxKrhH89pY3ptpfDO3C/lt0vo/WKRXz4Gz0ZdjLNnzxYWFlqC6bJYrIyMDJFI5OrqKhQKQ0JCulP3x0kX0W1zO19ucLN5D3LdqPxaB7LC3gCLSmFQyO4ufXYp61zC9UmiQvwDvD2IROKQ1LgAbw8AWL/jAItBf3fW0zQa5Vpu0Zpf9ny6YKaHG6eEX1NSWTtxWHpcZIitiAEA1m3f3y8+ctqYoWYU2/33v78fPT176rgOVGbMkH7l1YLFqzf5efLUWp1MqX5/7rN2z7KA47Dvn3ODkmPpDxo4lPBrausaZk8d68Xj8mtFG3Ye4nFdLSrzTSv55IhBRRXVCpV65MAUFoMOAMX8WrVWz2YyWmgEh+XjOP7DzoOTRw6OCQsUimUHT12IDg10YzsNDzuHVqQMwnqJWCZf8OKUYD9vu68YLrSk6DCtTu+UMvR5aG0QbT7OFIt1W6/V/5kvlelMvjyGQocyZPrmXPFIZfow997+J9OzPX727NmNGzdu3Lhx5cqVn3zyieVmQUGBn5+fRqPRaBpN4uVyudFopFAoXl5eFhEDAPj4+MhkMnd3d19f3/z8/Li4uJKSEi6XazGv2LFjBwCAXlPDLz1z5oxlN9UjsNns+fPnz58/PzExUSgU+vj4tCpiaC6XStWSza3/i+OvbD0cGuZNIrXihQcA1CqdXKpOGT+oHb/EQue9BX6QVBxUCL/3TUhvYoZgB4dI2uyf5E+mB5Nd/tU0LK8r/ok2GrFRobSDCMhIJs/ikVGKmg4rRRslfDlqepMX+pA16VlwHM+7K4hZ+1bbPTLkPL3UGzckDYosK6+9M29F2oFVlvsNDQ0TJ060+F7VarVUKpXNZhOJRB6PR6U6TV77At02t2cEszbdkUWHcwEBwKG8TP5SVC91zEYlERN8HPtz6Rs4l3B9Ep4bh8flkEmkxKhQAKgS1teIxKv/O9/S3VlD0kqras/fyHtq9FAAGDkgOXNActNC3p/3nNWdwQuTRv/fhv91rDIXc/JLq4QjBiT7erhrdPortwt3HTn91stTyaQHtpkGo2n7wX+EYun78xwY9z05YpBlsxkTGpgaF5FXXG6RMjSt5Oyp47x5bkQCweoYwkLLjeCwfAzDDQZTRLC/j4e7j4d7amybwn47aSOtSBlCA3wICOLKur92qRLWU8lkS1CTOU+P79raOekdyFVaLovR07XojdQqjB//U33kriwmkjt8ZLAH1wUQENRp/j7D75/iTXQkxy0qani3X29f0PRsjy9atIhCoSxYsODVV189ePDg5MmTAaC+vl4gEOzatcuaLD09Xa/XUygUW2GB1dR88uTJhw8fjouLO3z4sDWy47Zt27KzswMDAy2CCaFQ2J2/a968ebYfhw0bNnDgQIFAwOPxmMzGOTYsLMzqdgEAfv31V7vrprlYLNa6deuaeworPow3ZsDdvKL4OP+Wq4fjeF6hIHzpLBK7/V3feceAJ1TiaRxfu429BkN1TZwyeJFoFp+LBARZ5hX9XOX1PcW5012HOCx2XUP5IAa3H71Rb5NLJL/sFqBATYeVouakDG2vSc9SxRcTfD39nhvTxvSY0aTILx8yuR8AhIV5ZV94ICRHcXGxXC4HgOrq6uTk5LKyMi8vr9LS0uTkZF9fpyemR55um9vnpXvtyZMePFri5c2sr1Nzicgbgx6BKM59EucS7nGgRtTg68WzlSiFBviW8Gss15HBjhcAGIodP39dLFOgZhTFMLW2I77JdQbjrqOnl8x91hqfcnj/pJWbd527nmfrLqG0SvDLvmPePO77855zaJfh6X7fsILDYuj0xvZWsuVGcFg+kUiYNHLQqi1/DE6JHZwcF+TnnKY6k1akDHKl+vsd+z+wkTmptbrfjh//+PWXurhiTnoRnm4t2VE/tmy4VPfJyar4GN4LM2KpZKL1vq8Xw8vd5fS5qtHDgux0sa/dqhPUa7Mi2mE73SP0bI8jCAIABAJhxYoVs2fPjo6OjoqK8vDwCAgIWLRokTVZUVGRdXPelKFDh65fv16n0128eHHBggUAkJeXd/78+c2bN1vKz87O7mYpQ1MoFEpwcHBX54r/8b/n+88uK60LC2/29YljeG5eNSkqOPjNtsZBfABXNiAIdIZerg5HSU2sEH6Xt+LKJJBMf50Xsj77ZAbX12Fc+Js6RaFB3c+vHX96HatJN2M0mIvL6gec/hGasftoCoFCZgR6CWokvv7uNdUSdsIDRzdGo7FlTx9OHmm6bW4nE5HTc2MPFUjviLSx0T6TY7kOxe5OugHnEu5xAMMwi0m7FTKJiGKNxowUCrlpFrVGt+yHbcnRYeGBvgQCwYyiF3PyO/BoQb2ETqVaRQwAQCAg8REhZdVCq5Th8JlLJy/efHrssIx+Cc2Vg9i8xazeUtpVyZYbwWH5ADBh+IDkmPBz1/O+274v1N/n1eeetCvESYdpRYc2p7B0UHKsrd+O2LAgnd4oU6q7uGIPgOOg0xu0PffvMbdqq6pr6Okq9C7MGP76wYpVF4XPTIke0M/XVsRgYUxmoEJl3HO4uLJWZUYxDMNFYs3RkxUFxZLYKPdBP+blCBzE5Os99JIed3d3X7Zs2QcffKBSqRITE8vKysrLyy1f5efnr1q1ikBodgYjEokZGRkrVqxIT0+nUCgAoFareTye5TWDYdihQ4e651f0OCQOc8Cp9bV6LOdWlV7vYAOpUmgvXS2Tenuk7F6BNN+kLYHjwO0cdeiRDN4+pfD2PSeL1SbdV+KSv5QiFwJRiZlbcP/wHMcvMiTki1NHHH77Gi/kmlb2fUO5JfQDDnBG3bBbXvsk+74xIINAFKE2Pqs7WpPuJDe/xn/WE+yEsHblSvnj/0rqNX8duiHESQlbltp+FR8fn5aWlpaW1qnVdNJb6M65nYDAlDjuR6P8p8a7O0UMPUgveaE76VJ4bux6icx2tyJqkLm3GMThTimf58Z5cdLogcmx6YnREc3oO7QKlUzS6vUY9sBbUa3VUe+51tp/8vzN/JJPF8xsQcTQKZXsQCNY8PV0nzEhc8W7r0jkymt5Re2tpJPmaEWXAcMwMsl+B0WjUgzde9axesvvheVV3flEJ7ZEBth75XicwXB45n/FZTrsqUmRlCbyBQsUMnHahPA7xdKLV2vFEj2G41wOLTrCbUxmEJlE8PFijt1a8NfsmH7+vdTBTO/p8dTU1ClTpnzyySdr165dvnz5Rx99FBwcjCCIUChcvnx5y3knTZr09NNPN/piAOjXr9+ePXvee+89NpstEonGjRv366+/XrhwYcgQxzr2fQl6gNeQyz+XfLH17E8HeF6uPDaVRqfiOK7VGOsVWpVKF/HpXL9XniTZuNssqNMeL5aXywxKAxbAIaf6MrIiXFnUZgT8GAZRIXAx5+GrutgzQiNCX6nOYRFIZsCNODae5bU1IGVFfcl3DeUXtNJ1vo6XKQQa9dMPP33uhRcOElmT2fYDOJ3u+oV3zNfi0u2yajcSRY2aqQTCC27+89yDrWkyGbwNDRV/yGpHMXn/9YzocE26DX55vc7FJfWLV9ubkZ0UMbxoj1Grp/Rdj3dOHNJ75nYn3Yaz0x8HwoP8AEGOn78+LqM/AFSLxJdy8t+cObWFLCwXukyh0ukNdBrVbEYPnbpouU+lUhQqjcWjpO11c/h58biu7F1HzzwzbjiFTAKAu+VVF27eeeP5yQCgUGlOXsz5/M2XGXSqdfOIIAiF7EC9ou2VZDFd8ksrcfwBNb4ONEJBaeWNgpKpWUMZdBqCWKxu21IvJ22iFSlDWKDvxt8Pjx6cxnShW+4U82vkSpUnt1u9YWG9oM+9PXogJm0voYAvSAwL6Ola9BY+PlFVIDdOmhjR8uEMQkASot0Tot2bfhUazEGIwVO2F115PcGP0xvdMvVgj+/cudPuzsyZM2fOnAkA0dHRO3bsqKqqolKp3t7eVuW33bt3WxO7urpu3brVck2n06OioqxRJMhk8tq1a4VCodFoDAwMRBBk1KhRj49POyKDFr3ijbDFL9X9fUl29mZ9pQghE+nJfiFZA3ij+hPp1Nyyakunn6tQvnuUL1CbgwPZTDaVwiZWa0yHz9fN/bN8brrXByP8OLQmsgYqBVJjW5YyDGZwr0cMb7WeNISw0ie23mzgG7UkhBBJZTAJJABY6RNba9JxiY1/L/O4QfO4QQ/kjA4NMCHnw4ZaPiXQ2HaPG8vyHMHkFRrUGszMI1KDKHTqgxEol3hGTGB5GQGLpDLbWJPpHN/pHAfeCtb4xrf6Sx8SpUJbwhcPufwzgdqmtVpT7grFdn/m06ZNs15PmDABAEpLSxEEsVw76QM43+aPIc5O76tQyGTSvbBKJCJxwfOTf9p95PTlHBqVIlOoJo0abIk3SSaTyY5MAGLDg2PCApd8vdmD6ypTqjP6xVMpFADISIv/cefBd2Y9HRHkZ3vtqAIkCpmMIMjCF6bsPHLq3ZUbeK5srd6A4fjzT4yKDQ8CAIVaYzKblny92TYjgiAfv/6irZGFXSVJJKLFc2RzlewXH3XqUs6Srzctf2s2lUKmkEkkIrHtjWAtPzzI90ru3fe++smVzVSqtZHBfv0TIjvaIU7sQc6dyx46NKOFFAdPXfjnwo3wID8XOk0iUwjF0nnTJ8ZHhnRiJQrLKn/YeejV+fd9PQRyGGyblROOg95g6FlJA41CcRiUxUm7+Ouvv/h8vt1NCoXyyiuvNE28a9euSZMmMRgOvBYdPHgwOTk5KCio6VdtpwOFHMiXvn6Y/8yUaHrTjVY7uX5LpKxVXn49oXuGFYqiKpXK1bVnXEJgOJwolh8vkZdIDC5kQrwXfWocN97bpeueiOP46tWr4+LiJk6c2IHsRhQ/VSrfly+9VKWWaEwqPcqhE/1daWMjOFNiual+fdOTFo7Dl2dq118WDRzgFxXqZueUQKMxXbkukNWr/5odG8Frcgau08PcjzsxpGW7mTcdauvh6L89VoFuxGxGz50vjvzmHb9ns7r0Qdu2bZsxY8bjI4xz4sTJI4RFNx7DMBRFLT5ltFqtwWDogMOjRxEziiKAEG3iN+M41DVITSjq5e5qVRYwGI2WnblD1BqdTKXmslkMF5rBaKJSyACg0epd6FTLWY7ttR1Gk4lMIlm/Umt1UoWKTqO6c9jt3THZVRJFMRzHSfe06R1WEsdBo9UxGXS77G1pBLvydXqDTKnmsBh9OGzi9evXiUQik8lkMBh0Op1KpVIoFBKJZDE9dti/d+rl1uuft+6cPW18Qnu2/4WFBa3oMgDA5FFDhqTGV9SINFqdW2J0ZEiAQ9egXQqCgF1gVSfdyfWiin5RnSNXOnHiBJvNTkpKsr1JuhfqJjs7m0ajpaenWz7u3bt31KhRDqUM58+f9/HxeUgpQ3sLMaL4O0crR2UGPbyIAQD6JXvvr1b+L0f8UmqXh5xYv359bW2tp6cnn8+fPXt2crKDgEa2PEyPNzQ0/Pnnn/Pnz7feyRFoZv5RaiAgAcGu3CBXoxk7KdH9sLVgeAh709RQV1rrs1B7MRgMc+bMSUlJGT/ePg6OTGcoFUs9WYygZhxi4Tj8kdvwwfFqGp0cEMRJHxrIYFBoFIJOj8qVhrM1yp93FEVwaV+PD0zrrQYvHeN6UcUJAWXrrYZpU6KYLg6OxxkM8sjhQQV3JSM35199I8GH3eRFkBQNNwu6o65NoZChfwLsWd2x3DICuYzMVBAoSoRExVEGjvqjuiCzhtQL1Ogccvt2tcfUzIcUMVwtr3FluUTw3BwuLyxY1Iic9Bk68W3eZzCa0VKJzIPh4sHsQsF3D+Ls9L5KUyeFCOJA87oFEQMAMBl0y0YdAKj3nEQybIzpGM0b1tlZPTBd6FbN9/ZiV0lb0UlzlUQQsLl5P3tbGsGufDqN6txmdgVtWt+zGC7Bfl4WkaFKrdEbjG7sPrW8dtIynft+sljaO/zqzp07LBbLKmVogdWrO7ideJhCNlwWcVxpft6dNvgHDfD74HjFtAR3F3KHXO61jdzcXJPJtGLFCgAwGAyLFi1av359y1kepscxDNPp7scZyq5QPv2/4oxBARFhD6hRpKf6XL4mGPRD3sXXE9zonSxooFKpVncMdtSrNCiON2i0DqUMGiP24h8leRLD0GGBdh3NZBCYDLK/D3Ngmk9+kXT8b3cXZ/guHtZ3YvsZqLx1l4qbEzFYiY121+hNz+4qOTs/7oEvaFSYMrrHpAzD+kNxBciUbc9RR6QdcPE7xvG/TOHqEYKHC5FKIVIpRDOGm42YTGtWGrFwRD9aKZioqRmmayBAb5E4FBbWGtxdU9a+87AFkYhSrd6AojRS50v6nPROnLvNpigNRqXeiADSV6UMzk534sRJj9D62mLHoZPnrufSaVTCveMOMpm8/K3ZFg8fTh4HbhRVpHX9W6qoqKi2tpZOp1+8eHHw4MHW+wUFBVeuXHFxcRkxYoSnZ6MR1927d319fdlsNgAolcozZ86IxWJfX9/MzEwXFxfbvIGBgUaj8d9//5XL5dHR0YMGDbIe3NkWolKp/v33X7FYzOPxRo4c2TREohnDV56pnTgxHDoPb0+Gu7vLjpvieQO6MEIviqLWn0ylUt99913LdW5u7t69eykUSkJCwuTJk6urq69du8bn8/V6PUaifvTfRXYJAOD27dv79u2jUCgpKSn19fWzZs0CgNOnT1+6dAnDsIiIiGeffdb20RKt+dmdJVkjgwN8WXa1IpEIQwf5X7xS+/KeskMzo7ru5zcBb/zfBJUBHfZTPtWNPnVSZAvKfggBiY9xDw5kbzxRViHT/zg5tMuq2q28vr9kYLpfyyIGC/0Svf7YJzt6VzYx2sZBD4JAoA+EB0Jpt3vqJRJh0gj4fnsbk5+leXzlkXCZ4hYWwPYNdZ/my2IyHPxqFMVEYt31mpB9xWKDWj9fUbpAXuyGmTq16u2mrFRUr8cGn/6mw+4YrDQ6POotwhMn3UH3vM0fLfDmXwp9A2enO3HipEdo5QS1sKyyhF/z9ZJXv136xtoPXrf8++q9uU4Rw2NFamRwNzyloqKirq5OIBDcunXLenPHjh3btm3jcDgSiWTmzJmlpaWW+xs3biwpKQGAgoKC6dOn8/l8T0/PgoKCGTNmVFZWWrOvX79+37597777rsFgoFAo69evf/vtt81ms10hxcXFL7zwQnV1tbu7e0VFxfPPP9/QYB/56WSJgs2m8tw6qAzWHFHR7r/eFHdumXYkJyebTKYlS5bs27evuro6NDQUABoaGnbt2vXpp59+9NFHdXV1ubm5KpXqwIEDCxYsWLp0qasLNTs72y6BUqncsmXLBx988OGHH5JIpGPHjgGAVCo9e/bshx9++PHHH5eVldm12+psQUgwp6mIwcqA/r43hJrLVaoubYG2gOHw7K4SujsjMyOwLfaETAZ58pMRf5epvr8g7IbqdTXFYl2dFosMa5NbX4SAJCZ6bbpab/8FhQyvPAPNq993FeMzoFrUFunGLYrr0KCxL4ZkEkcmz345ZdTYiJgIrkMRAwAQiQQ/b8aAfr7PPJ807pnEIykDI4KfXM6NMyBdqHnUMrXVEr5Akf7POjLXsb1PuyB0f0856Wm6523upFfh7HQnTpz0CK0IC6qF4vTEaBajb2qROWkjeeU1neig+OrVq1qt1vbOsGHD/P39x40bV15ezmKxXnrpvh9QvV6/cuVKyzWLxfr9998/+ugj67c4jn/xxRdLliwZMWKE5U5oaOiyZct++eUXa5oDBw5s27bNopswY8aMuXPn7tu3b/r06bYV+OmnnxYuXJiV1WjkjGHY6dOn7dL8XSwPCOp814lB/uwTp/hyvbkr3BNYQBBk8eLFSqXy5s2bmzZtolAoH3/8cXZ2dlRUlEWgExgYeO7cuREjRmRmZlIoFACgsrl79+5NTU21TSCVSrOysmg0GgCMGTPmjz/+AAA3N7cPP/ywuLiYz+eXlpZKpVJbB5N/3JaMzmrpCIVIQKKjeLtuSwYGNiuJ6B5+uiIqU5kmTQxuexYKiThhTOgXB4rGRbpGenSy+KmbOVEiDwpkt33XGRrI/u1CtV0QKUAQ8OZBZjqcudIFdWwGnhtMGgkff9dyKiNC+ICXvN01JH1w0JAoXnv31zw3+ojRYWkq495/mduEof8TXEg3SDte5w5RL5IXlNYNOruRHtA5qk+9IXiTk26mc9/mTh4JnJ3upPsxo2hTtxFmM2p1uPhQhXdSOU66mlbOZFzoNI1O3z1V6c0UVVQfOn1RrdG1nrQvEhPk04ml6fV69YNYlQua8tRTT92vRkyMSCSy/fbu3bsmk8kqYgCAyZMnV1VVSaX3NwDTpk2zmj+QyeSZM2eeP3/e7inz588fPvx+0Duz2Vxfb39Oe6FS5evV+ZEFiATE35Nxo0bT6SVbsWz+2Wx2Zmbm8uXL9Xp9VVWVWq3GMEylUqlUKhqNZpGwkO858vHzcGuawGQykWzsty3ihurq6qVLl969e5fL5aalpdk+V2vCJBqjO7eV7beXh8stYRf+/LagNqLLT9UOHuTfXq/ILCYlOdFz8bFutxHobCqkBjanHYISGo1EIIJE2+Qvl0qBl6eAT5c7NG2ESIAFL8DhM1AnaSFVDcllcODYU5Hxzz2fHB/dbhGDFTaLMv7J6KSsmCcCRn7v2q3BrkRC+e07Nf0PrWFGPZTLW1ucugyPIZ37NnfySODsdCfdz2/7T1y6Ze+nadn6bXUNsocv/GHKyS+trBLar/Av3SqQK9WW68u3CiRyex9PV3PvyhQ9r3X7yNHK8Wn/hKhVW3Ju5JdEBPlaNxhEAsHq4bMpao3O6vMTRbFreXcFYgmDTouPCPHz4nVWvbsHpVp74ead7Gu5ogYpAFDIpHEZrTsm7HuUC8RRgZ32lho2bFhz3h+bwuXe9xNLIpEw7IE4eTU1NRb9fytEIjEgIKCmpsaaMTz8AU8KgYGBdqIKAAgLCzt+/Pj169crKyvlcjmBQBg2bJhdmvIG/VDXLvFAy3alFYt1o8I5XVE4AJSVlZ09e3bOnDmWjxiGUanUmJiYvLy8zMxMALh586ZQKPTwuL8zFMtVMTExAGCbIC4ubsuWLRMmTACA8vJyoVAIANnZ2TNmzOjfvz8A7N271/a5GiNKJbcubCaTiWoj2jk/taPsyZV4eTE8eR1R2kqM8/htZ3613BDQNcOje1CZUFI77fypZJLWhDp4iVDIsGQufLAWukFC/dwToNPDkX9bSHKXzB7jPyK6f2Bqsg90xrY6PMTVa0b82kNEPpm5RpyDdL1Bd3VVQ1F5Q/qJdZyUzhRtYBjeKQ3i5BGic9/mTh4JnJ3upL389MeRqWMyPNw6vi41mkwGo70bI4PRaGz+WLFVrOqTD1POpZx8nhsn0MfT9ubf2VcpZFJaXCQAHDt/Pft63uI5M2zl8P9cvAEA6YnRHa37Y0orUobyakFtnWTz7iO2N6kU8ur/vurQNYNao1u5edcXb/8HAExm8/9t+B+TQY8KDpAp1Ku2/DF9fOaQ1LimuXobOI7nl1aevXo7p7AERTEAQBCIiwhJT4zp6ar1DL68NllrdwUthFgDABzH9Xr7nYxer8dtNIENBoPtt1qtlk5/4MwWw7BXX301JCRk2rRpAQEBbDZ79+7ddXV1tmnMGK4zobSuMWqg0EhiTRe6lMvKyvr888+/+OKLoKCgioqKiIgILy8vLy+v7Ozs1atXs1isqqqqTz/9tKyszJrFjcUI6t//xo0btgmoVGpYWNjHH3/s7+8vFAr9/f0BYOjQod9++21+fr5UKmUwGMeOHbM6gHR3IeuNqNGEUlqUNSiU+gBOD+/Pd+dJgkM6OMhJREJoEOdQoeyNQd6dW6vuxI9NLZYZ254ex0GpNXkxHQkmEAS4bPhgHnz+A5i7Un40fhgkRcNn66F5zf8SMmtkwKj0zLDoCPu4Vg8Di0l56um4IweJJoSwrv56J5bclLLS+kqxetC5nxjh/p1bMoIgeF/2eefEAT1mMeKYAAAgAElEQVT4NnfSUzg73Ul7iQjyc+llkR3PXr1dL5U/M25460kfmpLKmtOXc0YNSumGZ/VtWtk1xYQFbfzs7bYXh2IYeu+0+ezVXD8v3tzpEy0fRwxIXrFp58CkGLsgpb0KmVJ9/npe9vXcBpnCcseNwxqaFj+sXyLvIUR6jzpSpZrVfLzcHiQqKmrNmjUmk8mq6i+VSgUCQVhYmDXNjRs3bBUTcnJy7NQfiouLJRLJ5s2brXeaun40mHEysatO/QhE0Jm6cK1PIBCWLVsmk8lkMtm0adOsMTgWLVqk0+k0Gg2PxwOA2NjY2NhYy1dJ/QYEefMyMzNtE6jV6kGDBk2aNEmn0zGZzM8//xwAgoODV61aJZfLLeE/tFqti4vL22+/DQAEBIaEcsr5ipY3eFVVilfjengNdKVSPXNQYIez+/oyT5YpHmkpQz8/xh+FNW1PL6zXBHGpVFIzkzmZDIE+8ME8WLUVDO0QXrQdfFwGjMtAPv8B1Nrm0tQRaVn+I/plBHeuiMEClUKaODnmwF7M36xdIu2S+J04jufn18gI5CFXtlK9Ov8n9Gm3+k4c02vf5k66DmenO7GloLSSRCJGBrckth45sNdtsDU6vVZnaD1dZzA8PXnfP+cSo0I8uJ3vju2xogtDRVQKRLa6JV48N3dXtlgq9/boitXSQ4Fh+O2isuxrublFZRiGAwCRSEiODhvWPyk+IqS9ptp9D0Z3STSJRCKKtuPwMygoKCYmZuPGjQsXLgQAFEW//vrr8ePH28ah/OuvvzIzM1NSUgCgvLx8586dX3/9tW0hbDZbrVZrNBoGgwEABQUF+/btmzRpkm0aFzLBaMbsfd11EqgJZ7G73I2Nm5ubm5v9Zp5Op9tpdliw9rhtAgqF8uOPP2ZlZdHp9CNHjlh1FigUijXCqG0YUQB4b6jPfw5UhIW4kpvZjtaJNSKh5rkXIjr6szoBrQkzY9jDKKqwmNRiZQ8HOHxIRoZx6naXqtRGFpPSlvQlJdJnEtxbSkGlQEQwfP4mrNwEMnsTx4eCSICXp+DpSRcyX/MlQ1iYp8NUGCAv+g4OSfSLje4qJxFUCvGJyTFr/jAP1IqH6zs5Uoxeb7x5q4oUGTRozwoSu/M9woBFl8HpAPIxo9ve5k56D85Of4TYtPvoiAHJf529IpYpPl84y2A07jmWnVdcDgARwf5Pjx3G5bAAQK3R7TmeXVDKRzE8KsT/mXHDuRyWRqffd+JcXnGF0WQO8PGYmpUR4u8NAA0yxZ5j2eXVAkCQED9vgVgybUyG5VnpCVF/Z1+tk8rdXdlZg1IHJjceNW38/fDzT4xUaXR7j2db/QQTEGTG+ExvD65Ob2haK7lSvfvY2aKKagKBMCg5FsUcv1z4NaJdR07X1je4spijB6dmpCUAwP6T5yOD/OMigi1pcBz/fvv+OdPGWw3wL9zMv5hTYDCZvt++/+UpYwCgoka44+A/TWvusG7t7YW48CCz2fzLvuN2dhNO2kvrC2uVRnvuel6DXGldjlBIpGfGD2/qO7QJCIHwwNYCx6G3WYGKZYpz13LP3cizuv3w9uAO65c4JDWezXRG1mjE1J6df6usXbt23bp1djd37tzp5eUVExOzcuXKgoKCzz77zOHutymff/75Z5999vzzzwcGBpaWliYmJi5atMg2wTvvvLNu3ToGg0EikYqKit56662EhATbBL6+vs8888zzzz8fHR0tFou5XO7ixYu///77oKCgyZMnW9IgCHCZFI3W1FzQu4dBpzX6h3bJLqLDOOxxCoWyatWqO3fuKBSKJUuWuLu3uMkEAIDREZyRwayTZyqzRgSRmggaZArDsZP8DVNCWNTu8xVMQAgAQLCZiSQaE5P+UN1Kp5MatI+2lIFOJsxJ5Z68KhgzMrjVxFK5vqxCvuCp5FbSkUng7wVrlsB32+H23U6pJ/DcYNFs8OYRaNR+h9fkPP2+9GZFUlwAhWr/LvvWNara03tyeidbGdjBYJBHjY144S9zAf8oG+u0MdBQr7iVWxP4+rSIT+cghK7T/sOhNas0J32Mzn2b9w0QQAB6IAJvt+Hs9EeIEn5NSWXtxGHpcZEhBAKyde/fZDJp8ZwZZBLx9OVb3/7257IFLxMIyPc79nM5rMVzptNp1HPX83YeOb3ghcnrdxxgMejvznqaRqNcyy1a88ueTxfMdOewv9++Pz4i5IUnR+oNpl1HTwf5eqXEhFueVVvXMHvqWC8el18r2rDzEI/rGh7oCwDF/Fq1Vs9zY48cmGLZ/eUUlBaUVXJYDABwVKuZ323b58VzW/LKDDKJdPzC9dt3y+LvSQ1sOXr2ykuTs4J8PIsra3/bf9yFRkuLi2AxXI6du2aVMtwp4QvFUoaNAk5UiH9RRbVCpR45MIXFoAPAqUs5DmveXIu1tyNmjM/8ZN1vZ67k9EK1jkeIVqQMOoPxs/XbkqLDMBQTy+SJUaHnrueFBfgSCY53BQiCaLT6S7cKgny9okL8c4vKEiIb49jV1jUo1RpPbq8wDzOjaE5B6dlrtwtK+RbhCYVM7p8QOax/UstKRI8n6IM+Fx+Gb7/9toVvhw0bFhYWhmGYRcTw559/2n6bnJz8448/2pXDZrPXrFkjlUrFYrGPjw+bbR9GPiAg4OeffxYIBGq1Ojg42BKp0a6QuXPnzpgxQyQS8Xg8i9vIgQMH2h3LR3vS6yVaJqPzDWekUl20p2+nF/swNNfjBAIhMTGxXUX99FTIK/vK9x4oSu/vGxTAJhIQANDp0cLihpzbdasnBE2J61blJl8OU2syedscDrszyGrdQ+0PtTqzu0sX6oV1D6+kuv71R/WtO+Lk+JYO/w1G87F/yldNCOQx2vCTCQSg0+CdlyGvGLb+CU38NrcDIhGezISnsoBEBAIBAOj+noPOby5Z/vO5DX+mJAVyeffPK4RE2kr3uKeyIpCu10QL8mOVh7p/ok78tv7Gw5eG43hJaV11nSp1/1fcoUkPX2ALcMhkFzqN6owH9jjRiW/zPoMrnerFYrj3XZsCZ6c/WowckJw5IBkAhGJJabVg9eJ5ZBIJAKaOybiSW1hRKyIRCEKxdNHsp6kUCgBMGD4AAKqE9TUi8er/zqdRKQCQNSSttKr2/I28AYkxMoXqmXHDEQTYTJgxPnP5hv9Zn/XkiEHBft4AEBMamBoXkVdcbtmrW6BSKJZNnFim+PnPYwtfnEKnUR3W6tTlHIlc+f685yzBAZ6dMIJf+4B3MysvTxkTExYIAKmx4XUN0uxrt9PiIoakxO3/54KoQerN4wLA2au3h6cn2krAeW4cb54bkUCwSi4c1ry5FgsLaLf3UzqNOnNy1sbfDydEhT6MF8zHnFaWiTfzSyJDAl6anHXldiGlmjR2aP8hqfGf/7DdjJrJJAd52UyXmVPGlFcLzl/PE9RLFGrN8P5J/t4e/BrR9zv2vzRpdI9bH4jE0rPXci/cvKPSNFrzBvt5D+ufODA5lk5tk6rwY0h3qtv5+fl1IBeXy7WNRtEUX99WtvFsNttWQsHh2M8pI0LY/4jUoYGdPNfo9WaJwpDi27t0GTqxx6kkwvbp4UcKZV/+W3vidIUri4qimFpnHhPldv7V+CiPdkRP7BQYFHKS7wM69i5kApEAeoOZ1uQ8vI2oNUY/9iOvkurBoh2dFZO5Kd9gMPdP8XY4V0tk+mP/lL+Q6D4rzbGdgmOoFEiOhm8/gHPX4cApkMjbVzMKGYb3h2fGAZkED4Y3QkjEyM/mug6IuzH78wA/t4gwbyKJAAAfeiTHJni5dZdX0YFDgnfw5W9J74aYHyomq0KuzSsUUKKDM479SOF1+bLGk+nixupdM4+TrsapPN8UEoEQwu3Luwhnpz9aWA87BfVSKpn8d/Y161cIgihUar3B5OvpTqU8sGepETX4evFoNhuZ0ADfEn4NKYVgRjGT2Wzx2a83Gm2jBHq63/c7wGExdHoHfpRQFNv0x5HRg1PDAn2bq1VRebW/t4dtyZxm9MGtRhAAEBboe+bKLQCg06gDk2POXsudMT5TplAVllfNmjq2xUZyXPPmWqzlopojITIkLS7y133H3/vP9I6V4KSVVbVKo+G5ssGiVIkDADBd6FwOSySWBvg4XmX2i4/sF98YbUuqUHGYDACgUMhvvzwtsJksAIDjuEJz34mXwYUK7Qyr1jIms/l6XtHZa7lFFdWWO1wOS6pQubGZny6Y2YkP6pPIVBrnYnRyrNuGX+8O7u/XuVY/JXz5iHBO17mW7Bid3uNPxLg9EeOmNKA1cgOVRAhwpVJ6008eFMSpqlFFhjnWtCJodXH//Yp1u6D+iRGlS15rmkBQq5oZbq9E88ghU2lCfT2vLkiYubts556CxESvsGBXBp0EADgOgjpNSam0vEK2ekLwy2nt93RAIgEJIHMADE8Hfi2cugR5xSBVtJSFRoWoEMhIg37xgOPQ/ELZc8LgYbd3Fi769syJq9GRXhAaeIjp92Jy9znjpNOICXFeX6rjN4uudKwEs8lcVFxXK5RFfDwneMHTXWklcR/nxP4Y4uz0xxBnpz9aUO7t1XV6A5FIoFLu79RGD06NDg28mV9CbmK0jmGYnSU7mUREMczT3c3Hg7th16ERA5INRtPhM5eGpsVb09jqCyDNrG73nzxPIZMnDh/QQq1wHL9TwrfL6KC4Bw2TyCSS1enDqIEpX23+/anRQ7Ov5/WLj2S6tHIE5bDmzbWYbUYCAcEcOSQiOnrtPjtxxCff/3rmSk7LlXHSHK0sZfy9PfNKKjAM43JYArEEAHAcb5ApmIw2+SzgcliWiBK+nu52IoYDJy/M/mCV5d+qLX9odfotm3ZY//33/9ZZvjpw8sL1uxUAcLOYj2H4nfIavdFUXC1SaHRVdZI6qaJepqyqkyg1uuJqkcFoyiuvwXD8ZhEfACwZ/7lye/vBfxYuX7dp99GiimoikRAfGTrnmYnv/GcGAGA4XlQlNJjMuWXVGIbfKKoAgGt3ywEgp7jSjKJ3ymt0BmNJTZ1cpampl4qkCrFcxRc1qLT6oiqh0WTOLavGcfxGEd+SEQfIKak0o1h+RY1WbyytqZOpNDViqUiiaJCrKoRitU5/t0poMJlvl1ZhOH793hNxgFslVWYULeDXavXGstp6mUpTK5YJJfIGhapCIFbrDHcrBfeeCJaqWn7jrZJKkxkt4Ndq9IZyQb1UqakVywQNMolCXS6o1+gMhZUCk9l8q6QKx3FLlut3K3Acv1VSZTKbCysFGp2hXCCWKtWCBlmtWCZVasoF9Rq9oZAvMJnRBqXa+ixLxtulVUaT+W6lQK0zVAjEDQqVoEFeK5bKVJqy2nqt3ljArzWj6K2SKtyasagCw/HbpVUGk/lulVCl1VcIxQ1ylUiiqLFmNBjz+bVmFMspqcTvdcSNIj6O47ll1UaTuahKqNLq+UKxWK4SSRU19VK5SlNSU6czGPMras0omlNcCfczVrz55pt6hGq4l7FS1CCWq+qkiup6qVytLakW6YymOxU1KIZZMjYOtiI+huN55TUGo6m4WqTU6KrqJN401MOFVFbZzmPYFsFxuJNXPz/dK6e4EkUx62BTqLVVdRKRVFEvU1beG2x2o9RSVftRqtZW10tEksZRqtTo7lYJDSZTW0Zpdb3UMtj4wgY2g97yKM2vqNXqDaW1ddL7o1RdIRSrdYbC5kcpnQigk3kzkGqRWKpU1zbIBBL5g6MUvV3qcJSiBfxatc0oFTTIJEp1mc0ovVVa5XCUFvIFap2+QiiWKNXNjdJp8dyycmlz3RS4dXdkSfGoZP/gI6fcbGTkFlAUK6+UB1M11lF6t1JgP0rV2tLaB0apzfCuwDA8r6zaOkr5ogaxXGk/SsubjNJiPobjuWXVeptRWi9T1smU1fUShVpbXC3SWzKi2M1i/gMZ78+lQoVGa8lIJhIrRQ0UMH03mrN1ShAIGn7fU/Djz7d++d+ddVty8q7WpNEM+W8npbkZrKO0ul5SJ1PajlK90ZRbVo3huO0T749SDCutl2oDfPTPPYGvfR/fsAxbOh9/4QmYOBxGDoTh/WHsUJg2Bt6dhX69BDYv182fgQ5MKqqTaAEprbUM7/ujVKXVW6dEspeb+ZPZqftWFtZrPtW6R0e6d1gzpWMkJvv86eKvJHREOC4UyE6dKdDFhYf+u4E9a4JQpqxtkEmVartRCvfa80ZRBY5Dblm10WwutEzCQnGDQi2UyGvEUqlKU1pbp9UbGgebzVxqmYSto5TlQucLGxoUKqFEXm0/Su0m4QoMw3PLqg0m090qoVKjs4xSkURRXS+Rq7UlNXWtjlLrJGw3SnUGo4NRWsRHMSyvvNo6Si0ZLW98hUZbXC3UG0155dUYhtsNb8tc2rhUeHCUWpYKzY1SFMPulNfojKaSapFlsNVJFWK50mYuNec9uFTA7w3v/IpancFoO0rFchVfKLYdpY4mYTSfX6s1NL7xa8RS61yq0urvVgmNZvu5tOlSQapU14qlgga5RGmZhPWFfIHRZLabSwHgVmmVhyu7kC/Q6A1lgnrJvblUqlSXC8RqnaGAX2syo02XCrdLq0xm1DKXlgvqJQq1QCK3jlKN3pqx0sEoNdmP0lqxzG6UWpYKDkZplVCt09uOUplKU1pTp9Ub8ytqmlsqPDhKVQ+MUoPxTnmNdalgN0ptlwr1MqVIqqiqkyhsMqKo/VLBZpSKlBrdg6NUZ52Em47SBxa0am0bF7SNo7Si6ShV2S4V7Eapj7ur7Si1X9AKxa0vaB8cpdYFre0otS4VHI5SmUpjGaV2C1qHo9Qy2OwWtA+O0gcWtDfvdb0JRUtq6hweyD+K8NzYZjM6Zki/sUP7W/5lDU5zoVHd3dh1Urmd716eG7teIrO9KWqQubtxBPUSlVYX4u9z6nLOtbyirMFpT40e0vY65JdWXriZP/eZCdZdvcNaBfh41jXIbGukUGk4bKZdaWymi1J1X+NPKJZYXTP6err7efEu3y44dz1v5IAOukJorsVs03CYTGsYQQtmMypVqDzdHZwzudCoMydn/XnivLL5aFaPCjqDSdAgkys19TKVQCKTqTTlArHWcH8utd2YW/6t+WaT9Z++Q/HCkHPnsocOzWjuaxyHH3ceSI6JGJwS+9n6bRwWQ6vTs5iMN196qoUsVgGT3mD8O/sqv1aEIEhcePDIgSkOw1gWllV+u33/gFH3ww0OiQyOerjAXQaj8Uru3bNXb5dXCy13/Lx4w/onDk6Js0jIDEbjq59+68Zmrv3g9Yd50ONAAb82Nrgjhgx9jBPF8jkHKp57OqazDH8KiqTSCun5V+M6pbRO5HHrcbURjVx9a/y4UA93B/LTiM+/H5pzMyra9/wN/pWFc8RPjrL9NievniLVHH45umnGRwuHna42oko96skkk7rU2M1sBhQDHAcSEQhEeIhnYUZz0BdXx06J5XG72xjn+JG7b+aem62qaHuWeqG8pFKCu7HjNy91TevuIfS4/Zk7AWenP5b04U63bKoxDENR1Gg0Go1GrVZrMBiCg4N7umodZPGqn96cOTXA2wMAzCj6wdqtg1Nip4wagiCIUq05c+X2xMwBgMP7a7aMzeiXNTgNAIRiyZ0S/ogByR+s3TpqYMq4jP4AUC0Sr9r8+5szp7IY9FVbdk8aMdCFTkMQhM10CQ3wsdi82z4LAA6cvKDVG55/YiQAvLty43v/eYbpQlu2fvuzEzKToi0B4BEqheywVmOH9vvo218mDE+3+EosLKvasOvQF2//x86P/oGTF8prhAtemEwhk1Ua7eqtuzP6JVh+BQBcyyv67cAJHw/uh6++0LRlzt3Iu3yr8L3/TEeQZmveXIvZanlUi8Qrfto55+nxaXGRAPD/7J13fFTF9sDnbq/ZTe+994QkhBAIEAi9F0EfIiBNBQWfPnwqYuEh/hQBUUBQQWlK711KQgkkQApJSO9tk8323n5/XF2X3SSbupvszvfDh8/d2TMz596T2XvvmZlzZHLF8St3SqrqPl29CE1Z8On3v80YOxwNkIny04nLmTmFr05Pw2ARNCnGYCQ7OxuLxdJoNCqVSiaTiUQigUDA4XDoWbcbB/qXjCfa4/y7mUvnTNIGW+wKRUWFRmZ7EAS89a+Z6PEHK15+XFCKx2FRw3TEV/uOzp882tfDVa1Wb/7xSJCPR1pyvEyu+PPBk2Y2Z+H0cV3Xr2dU1jXeeZSXmVskk8sBAEQCITEqJCUhyt9rYAXYG0QEeZpu7fFAZnwQM9CW+KyIHRXu0PvW5ApV1pPGsws7G03mwtosTiNgP0p1//5B/bTJAYYupNqlLxW/fLf8er7Y24OdNkL3K4FI8TSnOX3lgPMT9YB2jU4jYGmE/o8OiO6n6Avy2TIMnWx6FwMAwCfU+USNT1e8DBqNpqmBU1bZqmHQAr95x2XWKNNskdDD2oY5BECjWyXQ6IMIPB6v3Q2Bw2LfWTT75+OX0rPy6VQymytIHhKOvjC/8cr0vX9c+PPBUwIeJ5bIXpo0CofFrn5lxo/HLtzMfEoiEjg8wfSxwwO93dVqdaC3282HOa6OdgAALl/I5grWLZ7j7uyg2xcAAIfDaiPuEfA4HBabkf2MLxTtPXZRK7P2tTkRgT6GWpGIhDdenrb32MXr9x7j8TixRLZs3mTDVH2TRyUeOH31/f/ba8egs9p48RFBY3UyOMSFB/529vqYDhYyxEcE//ng6fpv9n7xzpKONO/kimnxdHFcNHP8wbM3Dpy6SqWQuXyht7vzqgXTtFkRCXgcAf/CssSXp4x5XlHTwuFevZs9JDSQarmRYvscI2sZquqa7mTlvjbrhSAcu4+eWzx7YruxEuuaWn7848IX7ywBADwpLH3wtPCtf/2VC1CuUHyw9acv311GJOivKe2TtQxiqezB04I7WXm1jSy0xN/LLSUhKjEq1LBHANcydIec0pqYQC/jclZAcYskZc+zSRP8XZx6tctRowGXr5ePdCb9MMOvr3TrQ6zQ4iq1ZuqvRUIyKXlYO3M+iFKFZ3Pkzv94l2ou/OE6cd7pcyVvxTt4NN6dP39+Dzrl8XgYDIZO73Yy556hUCiuX7/+/PlzLBYbEhIyduxYHA4HAFAqlU+fPsUznS3A6NvvNh6rFqUke5q+a7FEeehgbkvlKSxoP084AEClUjfWtZVXteDcnAI+W+E8OcmMCfSscJhDoNGtEAs2uuWtZZDJ5XphHQEAXIFQLJE52Nrovv1qNJrGljYMBnGys9XOjmg0oLm1TaFSOdszUeFbD3OeFJa+u3ie9lZz6vpdDk/w+txJen2pVGqNRoPDYTtSw6hWOioxMR27zkViKZvHt7Wh0V/cfV/b1LJ1//Fv3l+J6yDzkUYDRGIJjUruRPNOrpguarWazROIJVJbG7qeN6Tdc5crFAQ8XiKTD95EAQNrLQOLzc1+Vtzcyimrqb94O1NbzhUIK2obSe29twMA2ngCbzdn9LiptS3Q+5/ndQIe7+po19LG9XDpfuSwTimtqruTlZuVXyxXKAEANCp5eGz4qIRoNyf7vu3IarHU+1MPCHYk758XsPRUxZwZwXRqzwOUZmY32AGwfWo3hqspsWyLq9sLSIPFIL+/HDzyx4I792pHJnnorWjQ4LC6LgYAgEKFnD+SPjYicBSlUeTiAgBgsVgtLS2hoaFisRiDwdTW1vr7++NwOKFQSKFQMBiMQCBAHQpayaysLARBEhMT9QT6g9bW1rVr16akpEyaNEmj0aSnpy9evHjXrl02NjYSieS3337buXNnP3VtSu7VCp2c9PeCmgYKGUcjIqV4eohCP2GnRqNpaxXUNfGa6ttsE8LCD65xGBtvFiV1iQn00rQboAtiuVj2b3uPseyBAI0+iGj33Z5JpzHp+vc1BEEMX3MQBLg4vjBHq1AqMQii+zculyva7Ut3S7tRF0O7WrWrkiFUCslwOYBGA05dy5iQHN+RiwEAgCB/pajoRPOOdNMDg8E42jJAeykq2z131FsxeF0M5qJDL4NMoeAJRCKJVKFU8YT/xOqgUcgfrHi5XZ8HAMCeadPYwkaPGTRadX2T9iuNBrRyeFRyn60zEYok954+u/MoD+0RQZCIQJ+R8VFDwgNxBsFXIb0hu7gyPniAvg+bnskhth+Ndv/f2eJJaX7Ojl0Kg6qLWq3JuF8raBXfWRE+0FJLaLFgizfyRdUcLoNMCjW4FzJI2Hurwl/5vfTMhdJhie5uzu0vV9FoQFEJO6vVfQKmYO+sCbt2XV6xYkVeXl5RUVFoaOi+fftsbW1lMll0dPTPP/+8cuXKS5cuTZo0iU6nnzx5cvHixbqSjo6OKpVKT6CfTnzz5s0vvfTS9OnT0Y9hYWEuLi7ff//9hx9+iJZYhtGfN4sTAvtgQ1PPsGMQS/A0XS8DjytubOTUN3AJTnYey+eELEgj9i7kUB/ysLIOj8dHuzthzbeeAmJiLGOY9y0iuaKgqdWFTvWyHfSpgtoFGt2aSY6NePC08JPvfg3y9cBjsTWNrJY27rtL5ppbrxc4f+tBVn4xg05NS44zty6QvqRDL4Oni+PLU1PZXH5RefWILse6cHd2IBEJv1+8NSstOT4i8ErGo8q6Rl8PV4lUduJququjvS2jtzN1Gg0oqqi+8yj3SUGpUqUCANgzbUbERYyMj7JnWuYdwuzA+5Mea4a7+NgSl50sH5rgGh7k0PVJEIFQ/uetqiAG4dobEXTiwPWFWbDF+VIpAIjob1++HnQi9uyikCM5LR9eqaQziF7eTHc3Gp2KJ+JxIomSL5BV1/IrK7leNvizK4beO5Gr0agBAHg8PiAgQKFQlJSUNDU12draTp061dbW9smTJ4Zd6ErGx8cTCISioqL+PWcA2traiouLv/76a91CVEntx/KcR4f3fKdUKsePHz9t2jQAQEVFxZ49e5RKpVKpnDt3bkpKikQi+fnnnx0dHTMzMzuX7O8z6ogGngTWo2EAACAASURBVNyGbrbZBpo9tQpHFQmlbWwBmy9taeLibRnOs1OGLppCDx9we6MQLFauUimUKizepPk4IGbEgn/be4xYoVBrNMIObgoWADS6NUOlkD5569Xy2sbGFrZGo4kM8g3y9dDGXxggeLo6+Xu6hfp7Q4+3hWHk78yeaePh7MjlC5l/5yOpaWQR8Xhnh/YTywMA3n519omrd/7z9T47Jh0BYPOPR5zsmGKpbFh06BsvT++NrlyB8N7jZ3ey8lrauAAALBYTHxGUkhAdEejT0doKSJ/wtKQ6Nsjb3FoMLKaF2t5cHvb6yYrjha2JQ9293I24z6RS5ZPc5qIS9rsj3NaPdu/XgP29x5otjkHAwljHeZH210q4pwo5926xWQK5UKa0o+JdbIgTAhlfzfdP9KIDAJr8/U+cOJGQkAAAOH36dHh4+MyZM1ksFgAAp3MLx2AwCoUCAMDn8w0lDQX6g/Ly8uDgYOyLi7xwONyoUaPQ48ePH8ePGL1t2za5XL5q1aqEhAQXF5cvvvjiq6++cnJykslkS5cuHT58uFKpPHLkyFdffWVUEmemhxiJQkXAm81/hyUSnla2ZRbV2g2PtBs3NGj8UIq3q7mUMUq7OcMhlo01/7ZbLdDoVg6CIAFebgEDOAR+TIi/uVWA9AtGHgS5fOF3h07/d8XL2hKhWPLr1asb3ny1oypEAv5f08a9PCW1mc3hCUQIgjBoVAc7Rm92MVTUNl64nZn7vFytVgMA3JzsR8ZHJQ8J1wscAuknogPgpr52CHemPHgj4kwB+z9XajIRjK+frac7zcGejNPZISYQKRqahLU1vIoa/oJoh+PrYpxpPY/mYDIGo8WfNYlLWiWNfIVCrXGm4X1siQmetB7nXyTiMNPC7KaFdba4PTU1dcmSJX/88QcAgMFgVFZWVlRUVFVV6YnFxMQcPXrU3d29trZWTzIqKurJkyejRo3SFegPZDKZnd0/5/LGG2/I5XIAgEAgOHz4MADA39//1XmzAQAEAiEuLq66utrR0XHt2rVOTk4AAARBSCRSS0sLjUbz9/cfOXKkUUlXVzO8XStUGo0G9FWi2R6AxWOcVs4dO+dDcynQLTAIAh0N1sZg/G2H9BJodAgEYhaMeBmeFpUlxYQ52jG1JWH+3oekcg5faGtjJK6Gq6O9q2PfxF/cdeQsm8sHALg62i+ZPSHQx6NPmoV0kYLKukh/M8RsH/ggCJgVYT8j3P5uFf/ks7ZbD+oq2RIKAYfDYRAE8EVyGhEX50FdFmo79yV/B2rPZ3cbxa0VgnoanhLM8CZh+31B+CCyeItI8U16w+95bBUATvYUMgWHIIhcquTwpFy+fEIw88PR7mHO/eKOpNFox48fR4+nTp0qEAioVOr06dOxWCy6ugoNshAQEODl5aVSqWbOnGkoGRMTQ6PRfHx8tAL9ga2tbWtrq/bj7t270YMZM2agMbqZTKbW6Hg8XqVSYbFYoVC4YcMGmUyGxWIFAoFWUttO55KmB49FEASo1RpzORqUSjXDftD4vqGLwQoZRL/tkL4CGh0CgZgFI689arUabxDtk0QkyOTyflOpHSalDD37532BSNzYwt577OKIuMiR8ZF2vQ7xAOkiQV4Dd9HvQACDgBRfmxRfGwCASq1hiRRShRpBEEcqnkroMJdPF7nV+Pjf2V+V8+udaUChQlpE4GW/tC/j3nEgMY1X7imDwuIaDdh6t+Gr2/VBAXbj0/zs7ch6AkKxoqSMM2pvwfQwux3TfGiE/l1Ij6aHaDd7E+HFkMW6kjQazVCgzwkMDCwtLeXz+TY2/wSvYbFYDQ0N2o96Ri8sLDx8+PA333xDoVAAAO+9915HjXdd0gRQCViZXE0mmWfThEqhsiENmkzacC2DFTIoftshfQs0OgQCMQtGvAz+Xm57fj8/bngcjfLXE3xJVR2XL3Cy6zAuQ38wNmnIqKHRTwpK7zzKLaqoPnPj7tk/70UE+qQkRMeGBhimMIH0LdVNrUGeLubWYnCAxSCufRd8bmfh75/l7hwbUTTNlYsgGgCAWIZ7UMaKPXc/fdJ+X3o3dtndvHmzsLCQQqHMnTtX91UTAIC+arq5/dNa7y0ul8ufPn2amJioV27YV88QK9SLjpXlt8nmzQzpKNofjYIfEuUUHmr/ILNh2K5nF18L8bYl9rLfQQqBQJgxY8amTZs2bdqEejTkcvnXX3+NbnNA0TN6fX19VFQU6jhoa2vLycnpqPGuS5oAdyaRJ5CSSe3nB+lvRAK5r92gyaAMPQxWCLybWyHQ6BAIxCwY8TL4uLskxYR98M2+AG93CpnE5vAaW9pWvDTF9OtRcVjs0KiQoVEhLW3cO1l5dx/n55dU5pdU0qmU5CHhI+OjupKjFdIzXO37cdoc0hHpTU8/z/t+0chsG/I/S4coROXY8NJssmjan6tzZ5zAIl1ysd2/f5/D4axevbqtre2HH37473//q/ttXV0dePHNv/cWl8lkd+/eNfQyGPbVA1RqzeyDz1sxuOmTjTsZiXjs6JGeuQUto/YWPHqrq+lyLI9ly5bt2LFj4cKFSUlJGo3m2bNnr776qlQq1QroGT05OfnUqVNfffWVSqWSSCTJyck//fTTunXrDFtuV/KTTz7p91Nqj1AnchtH5uJoHi9DC0ca7KC/pgYCGTjAu7kVAo0OgUDMgvGN4jPGJicPiaisaxKJJbZRIUG+nmSi2fKEAQAc7ZhzJ6TMThvxtKj8zqOcZ6VVVzKyrmRkBXi7p8RHDY0KIRIGQXS9wQVHIKJTBs0yYIth/eNvRocV6boYtMT7NZQ11x2rvPGy3/iuNMXlcp2dnQEAdnZ28+fPV6vVv//+u1gsJpPJCxYsQGV0C5PHpNEppMzMTC6X29jYyGAwyGRyY2Ojj4/P6NGjdetisdicnJyamhoul6vRaP71r3/pJRdoa2s7dOgQgiBxcXHDhw/v9VUBAID1l2vqZGDyBK+uuzujwx1lMtXMg8V7Z1rplA4Gg1m3bt3y5csrKytJJNLbb7+Nw+HGjBkDACAQCDt37qxpZqPDfMWKFWiVXbt21dfXE4lER0dHjUYjFArpdPrOnTu1bXYiafLz+4sR3vRDZUIQ1FnYzn5CJFLI5So/+0H0UwkXM1gd8G5uhUCjQyAQs9CliVAHW0ZCZPDoxJjoEH/zuhi0YDCYuPDAd5fM+/o/K6enDre1oZVV1/9y8vLazT/sP3WlorbR3ApaFAPE6FYFW8Yr4FaFunI6EgjzqDxWdbGLrY0fPz4vL2/z5s1Hjx51cHA4c+ZMRETEsmXLYmNjz5w5g8roFt7+8zoAoKamhkgkLlmypKCgwMPDY+nSpTk5OYZ1GxoalErlokWLgoKCHj58qNf1jRs3Jk6cuGbNGt3og70hr1F08Glr2ljv7q6oGhrrwtOAk8/6K1vkoIBGo0VGRgYGBhpmmjQc5giCeHh4ODo6osdoOIl26bpkf5Pqz6ipN4+JaxoEI3wZAzxJrS6DIgN0dp3wk2u1n92oK2gWawvv379/7tw59PjOnTvapLCd8/Dhw9OnT3M4HN2SLta1GODd3AqBRodAIGbBuJehorbx2/3H123edfbP+wCAvOKKvOKK/lesq9gzbWaljfhm/RtrX5sTExogVyjSs/K+2HXw4+2/XLuXLRRLzK2gJaBSqc2tgtVRK2q2JyMYTIeTjfY0SaWwrout4XC4N99888MPP4yLi/vkk0/KysqioqIAAGFhYdXV1ahMeXm5trDu75SKYWFhAAAmkxkaGgoAIBAIumLauuHh4QAAe3t7kUik13VqauqZM2d27doVHBzc1ZPvlPVXaofEOBMJ3U/YgYBhie67MtkShQY7GN6vTIxlDPNQJzIVhzSyxMZF+5rKcs6CKDOsoegxCNAAYM7En0b56RFr6m/Fd0XqWzxl6k+FZwra0HI2m11QUIAGeWltbZXJZAAAFotVUFCAprsWCAQikej58+cajaa6urqtrQ0AEBkZiSCIRCIpKSmRSCRoib29vV5dy8Yyhnnfgm48tOCbAjQ6BAIxC0a8DFy+cPuvJxOjwxZMGdPAagUA2DLoB05fNVeiso7AYJDoEP93Fs3+Zv0bs9JG2DNt6ptbj164uW7zrt1HzxWUVg0wfQcZCpXS3CpYHRQsSabqTECuwlJwXY1l+NNPP6FTdkFBQW5ubjgcjsfjAQC4XC6a4wAAYGNjoy0kkv9aXamd7UQPNBqNrpi2bieTojU1Ne++++7KlSuPHj0q73VumkaB/FGtICLMoWfVHe0pLk7UIpY60GEwvQ2aBosZ5ovjnIpL+mbhTNcRiRT1zaJpYYPp78oOjw9xsiNgzZOPwygiufqDK1WzpwUNjXUZFuc6daL/G2cq1H/fyufMmXPy5Ento0heXt6tW7dUKtW+ffsAAMePH79+/TqHw/nvf//b1NR04MABmUx2+/ZtFot1/PhxiUSye/duHo93+/bt5uZmvbqWjcUM8z7ElkLyd2D62DHMrUh/AY0OgUDMgpH5wJyisqSYsOQh4c8ratASTxdHKpnUyuE52g3EcDK2NrTpqcOnjUkqKK26/Sg353nZo7znj/KeO9gyYP7LHkMnwx19psaP7i5RYHliIoMia1egusVuhJN+bMWOmDJlyvbt2xMTEzkcDpVKXbBgwe7duwMCAsrLy5cvX15WVgYAmDt3rrZw/iv/6qgpXbHly5cb7ZpAIGzdujUoKIhCoWjzNQqFwlOnTi1atKiL+ms5X8jx92ZgezH76uHNuFMtenM4jN6ij8UM82UJTlszcuKHuNIoprPy07zm1+IcKfjBlPDInkZhDmCjF7dIbOlEbQYZR3sKgsHU8WReTCIAAIvFTp48+fz58+i3AQEBCoWipKSkqakJLZk6dSoOh8vPz09MTOTxeNodW1OmTAkICLC1tU1PT8dise3WtWAsZpj3IQgAjlSKubXoR6DRIRCIWTDiZVBrNBSy/nzpQFvIYAiCIBFBvhFBvnyhKCM7Pz07j8Xm6uW/NLeOgwk2X8Skmydmu9WCw2CXBc28XcKeElNg+K1Qis+tdt83bXYXW3N1dd20aVNTUxONRkPTWH7wwQdcLnfu3LkAgKFDh6Ji2sLyehYA4KWXXkLL16xZo3ugWxcAMHnyZPQgKCgoKCgIPabT6f/+978BABEREUFBQUKhcNasWbp99cDFAAC4Xyt0cqb1oKIWT1f6tTzr2ondRSxmmDvR8AuHOD7ObR6R5GGaHoUixfMS9vF1Mabprq8Y4Bb3tiW2CeQyhYqIxwIAhGKFWKpw0Ulb6+/v//DhQ3Q3xOnTp8PDw2fOnIku2sJgMGjkEa1nU7sbAt1eoVKpcDgc+jCjV9eyGeBGh/QH0OgQCMQsGJl4CfB2f5j7XCz9Zzb1aWGpVCZ3sB0cS8tsaNQpo4dt+feK/yybPzQqBIvB5JdU/nD4zLovdx2/km5u7QYNbo625lbBGvkkeiWP55dR7KPn1RNICccfDnkvYnGgjWfXW8NgMG5ubqiLAYXJbGc5Elpo1OLt1u0IAoFgZ9c3K8nreDIatVcT1DQqvkXY240bFoklDfONqR7lFZwWtomiM9x7WPfWcFdXm0EWYm2AW9yegns11vHSlbKqWn5FDe/S1Yr3R3sQsC+sY5o/f352djYAgMFgVFZWnjt3rqqqqvNAszdv3rx06dKxY8dSUlLQkq7XtQAGuNEh/QE0OgQCMQtIRkb6iBEjO5G4lP7w+r3HjnZMDk9gz7SpaWhe8+qsUH/vPlSiqLx6+8HTiWNTtCXJQT7Bzn2/wVUoktx98iw9K6+xhY2W4HG4mWnJI4ZE2tAseb1cLymsqg/zcTe3FtZIk4Q9++baRnlZmGeVk41IpsTWttrl1br+N+r1DyKX9F+/hhbnPSku+XAXjkEL+eZtsqdz/3XdOXHf50UM9XR16tVo/f7nnNaNCSTcYFrcbgIsbJj/ks3alN44Z0YQFtu/hi6r5OZk1+evjSEPqu0SYDBYXKMBPz5sPvaMjcMgr8U6/CvWsRNhgUBApVLVajUWi+08fQafz9f1t3ar7mBn4Bsd0udYsNHR5UhqtVqlUsnlcrlcLhaLZTKZj4+PuVWDQAYW2dnZWCyWRqNRqVQymUwkEgkEAg6Hw2AwoIPwar9kPNEe59/NXDpnUmSQb9d7LCoqNB6nfXJK4rDosIraBr5QbEOjhgV4U0hdjTk30KBRyRNHJkwcmVBSVXf7UW52frFCqTx++c6paxmxoQGjEqLDA30s+wmjZwR5uppbBSvFhWx/b8pvl2rvH6u69Ly5koonjXFI+G36DF+6W7/2q2dxjUqdNeXdYF97STMrZ8HHSffMFiPNiUqQSBS9aUGuVOExCHQxGGJhw3xpvNPFIs7dzPpRyd1Y8tNduDxZ+r3aK0tCB52LAQwGiyMIWDXMedWwLrk10fyp6ANT5+i5GLpVd7Az8I0O6XOg0SEQiFnoUja45ta2xpY2oViiVKqEIvHg9TJoCfLxCPLx+Ne0sfefFtx5lFvf3Jr9rCT7WYk90yYlIWpkXKQtDBKpQ35FbWxgX65egXQdBCBTPJOneCabslM9i6uEYqVE5u7pIJXIarKrTamJHu42hAZRr7wMAoHCYbCtbDcNljfMf5kXMHzXs8e5zXHR/bL6RiRRXrhSvmWi1xD3Qbnn2fIsDjEKNLoVAo0OgUDMgnEvw75jF0ur6mLDA2lkcn1z67mb91+empo8JMIEyvU3VDIpbXhc2vC48pqG249ys/Kfs7n809fvnv3zXmSQ36iEqOgQf2uY3DAKvD9ZG3oWxzFobjNHpV/LVCrVfv/pMP2ECRjtS//2CTuqp5ksAQA1dfyh7mSFWo2HQ/tFLG+YM0jY68tCk3c/w2KRmAinvm1cJFKcv1K2MsFxaXwft2wywv08JAolGd+lyQaIZWB5w7xPEMoVZDwOa6FLWaHRIRCIWTDynF1cWVvbyNr87rKXp6ROS01aMmfiR2/8649Lt5UqlWn0Mw3+Xm6vz5207cO3Fs1I83ZzVqs1uc/Lvzt4+t9b9py8lt7SxjW3gmbmcXGVuVWwcORy+d69e3VL+Hz+oUOH2hWWSqUHDhzovKSXGFo86sCG2AvfDrv7o997C/uwo+4yKcS2so6vUKh73EJ1FTfOFVfQaIoYbyK5+kxB27nCNqmy5wqbDIsc5m42hIxVEVXFrfcy69XqPsuO1MIWnzhX/Ea844ZUE6Wx6A+e1DblNbYo1YPgjxPSV1jkMO8lPInsWWNLJdtin/Sg0SEQiFkw4mWoaWDFRQThcFhtiaujvZM9k2WJP8dkImHMsNhP17y2cfWi0UOjSUQCVyC8cCtz/Td7v/75j6z84gGfwbO/iAv2MbcKJkWiUN+u4B1+2nL4acudCr4JXhGVSuX9+/d1S6RSKRo73RAsFuvr+1f8FTRbpG5Jn9CuxRlDgmlBXn3YSw+wp+AmBtvmPmvpWfX6JqFYJE/wIis1/W7TNrEy9rvcT+81fXSnMX5nnlA+0D2zljrMPRiEe29EUkTSsxdLBL1PL6IB+YWt5y6W7ZjsvX7U4A6ohsFgNBqNUgW9DFaEpQ7z3iBXqwAAcssdCNDoEAjELBjxMtCoZDaXr1uiVqu5fCGVTOpPrcyMj7vLa7MmbP/wrSWzJ/p5umo0oLCseteRs7cf5ZhbNfPwtMScW/FNSR1PvvREmdv/st+4WLMjl7Mjl7PqYrXrpuzXT5Y38M2W/lCj0Tx9+vTy5csVFRUAABwOh/oUKioqWlpa8vPztSV9xUC2+OYJnrnPWMLuR2dQqzUPHtavS7Y3TZy+PZnN9q70ieP9p0wKINlS9mezTNFrLxjIRu8l9hTclaVhy6Idjp1+npXTpOyp35DVKj59vqSlknPvjYiXonu+bWeAoLZax7kVY8HDHNIR0OgQCMQsGHncjo8IqqprunArs4XDk0hlNY2sXUfORYX44/E4sVQmk1ty2nkiAZ+SELXhzVc/f2fJ2KQhHi6Obk725lbKPEQHmHkG2zRcKOLE7cyrANjXFoTPmBaUOto7dbT3jGlBixZEVGgwsd/lXXrOMYtiH3/8cVFREY1G279//+3btxUKxY4dOwAA9fX1EomkvLxcW9JXDGSL+9qR1o92u3ytorvvihn3a0NtiZOCTBTYtU2ipNL+CpRLo+HbRErT9NtjBrLRew+CgPdT3LJXRzGEst9+f5b1tEkk7qpFNBpQUy+4fLX82vWK/yQ5Z74ZEeRI7ldtTQPGQnehQzrBsoc5pF2g0SEQiFkwEvaprKaB1ca7cPvBhdsPdMvvP3kGAMDhsJvWLmXSaf2o4ADA08Vx4fRx5tbCnBRU1Uf6DeLtx13hSjF36anyyRP8XBz1w8WTSdjEeDdvL8aSExUHX/IfH8TsDwWqq6vXrl2r/SiXywkEAgBAIpGEhoa+8sorAIDg4OBdu3YNHz4clRk5cuTRo0dnzpwp72t/3wC3+Hsj3fIaxVeuV6aN9SYSjMeu02jAg0d1glbxtTciGngm2u01P8r+4G/PaVScWg2Kitg/rAgzTb89ZoAbvU/wtiWeWhhU2Cz+JqPhyPECN2eqi5uNhyvV3paMM0huKhQpmliixkZBRRXPiYpbPcxlUZwj0YJyoMK1DFaINQxziB7Q6BAIxCwYeUAP9fPa89nazmUgFk+gR1fzwEkkkoaGBn9/f20Ji8UCADg5dRaGXSQSqdVqNGO5WWgRKV47XjYprR0XgxYXJ+qEcb6v/lFa8G6sA7Xvo7J7e3tv375d+5HFYm3evBkAQCaTU1NT//jjj4qKCg6Hg8OZIiB81y1uLvbP9X/vUvWJsyVjUrzdnDvLIygQytPv1jpgwZ0V4XQithPJviXBk3ZkfuCO+00YBJx6NTjcmZKZmfn48WMKhSKVSkeOHBkREZGXl8dkMhsbG319fcvKykJDQ21tbY22zOPxMBhMYWGhr69v5yOrWwx8o/cVYc6UX+YGSGaor5Zwr5fx0u/VVrVJqSQcnYzD47AKlVomV3GFchoJF+VKmRvAmDjOPdTJEhYv6IFBEOhosDasZ5hDtECjQyAQs2DkjUWtVssVShLxhfTybC7fnmnTn1oNONRqjVqjxmFN94oyoKhpZgd5unRFsqysbM2aNadOnbKzs0NLtmzZ4uXlpTtLb0hubq5cLh89enTvVe0Zm2/VB/oxXTt9WQUAuLlQA/3tNt+q+3aqj0n0AgCAkpKS77///q233po5c6ZMJtuyZYsJOu26xc0FFoNsm+qT5EV//1IV054cEuLg5UbDYnXmmTWguVVUXMYpKWWvHu72cao7DmPq9eFjAxhjAxjaj21tbWlpaUFBQQCArVu3+vj4BAUFYbFYBwcHIpH48OFDiUTS0tLi6elJJpNReTab7e/vLxaLKRQKBoMRCAR0Oj0rKwtBkKSkJCKR2IfaDnyj9y1kPGZmuN3McDsAgFoDGvhytlghlKlJOIRGxLraEGxM6JMyC9DDYIVY2zCHAGh0CARiJows/iytrv9g677Csr8ix6hU6uOX72zadUihNOkeY41GU1pVpzHfM9H2X098tO0Xc/Vudlztu7FHYNSoUZcvX0aPWSwWk/lPXYlE8vDhw8LCQvSjUqnMy8srLi7uSAAAIJfLc3NzS0pKxGKxUChsV6ahoeHBgwdtbW3oR4VCkZOTU1RU1G6bYrFYIBA8e/ZM9Xc2VrUG/J7TEhXZJWd/VKTT0dzWvsuIZ5xnz55NmDAhODiYSCRmZmaaptNuWdyMvBRlX/xezIoI29pnzT8dfHbmXMnV6xV/3qw6d6H0lyP5DzJqUu3wBe/GfjrOw/Quhs4ZNWpUTk5OVlZWZWXl7du3m5ubAQDHjx+XSCS7d+/m8XhPnjy5evWqQCD48ccfL126JBKJAAAnT54EAPD5/La2Nm2tvmKwGL0/wCDAg0GIdqUm+9DjPGjBjmSLdzFArBNrHuZWCzQ6BAIxC0a8DMG+nsvmTdl37OKpaxmNLexNew7Vs1o/e3sx3iTLtrU8zC3a/OORzJxC46L9QwuHx2KbJ/LfQIAjEHVdOCAgoKSkBD2+fPnyxIkT0WOhULh582YEQYqLi3/77Te1Wr1hwwYWi1VaWnrw4EFDAQCAQqH48MMPW1tby8rKPvnkk+zsbEOZwsLCw4cPEwiEHTt2NDQ0yOXyzz77jM/nP3/+fMeOHYbyRUVFH3zwQU5OjtZpVdwiwRNwNnSC4bkYYkMn4PGYkhZJ1y9IL0lJSTl79uyuXbs2bdrEYrGqqqqePXum/RZBkN27dysU3U640Dndsrh5IeEwbyW53H8jomJ97IGZPp8lO78XZ793qtfjtyKfvxuzaYKXMw1vbh3bgUAgGEbTmDJlSnR09Ny5c9PT0zMzM19++eUhQ4YwmUwu94VYEt7e3iEhIX2u0qAwel5e3pw5c/73v/91JHDr1q05c+agG7UAADk5OXPmzKmpqTGVgmbrtEfAxQxWx6AY5pC+BRodAoGYBePOgohAn8/efm3L3t8v3H4wc9yI6anDTaCWHhKZHAAglspM3zUEAEAmdu89LSgoqLi4ODg4uL6+Pi0tDS2UyWQrVqzw9PRsbW397rvvHjx4MHLkyHHjxgEAWltbDQUAAPfu3Rs/fvzYsWMBAC0tLe3KsFgsOzu72NhYf39/uVx+48aNKVOmJCUlAQDu379vKA8AiImJWbhwoVbbRoGc0TUXAwqDTqzny0P6dJ82hUI5cOCAbomTkxMapsHBwWH37t2NjY12dnYUCmXOnDlEInHIkCGo2NatW9va2qhU6tatW/tQn+5afCBgS8YN8zJbaI/ukpWVNXXqVK0/DkUmkwEAVCoVDofDYDAajQZBELlcTiKRUEcSn89vv7m+YFAYXSqVVldXV1dXJyUlpaamGgoIhcLq6mrl36vtxGJxdXV1n7vhOscsnfYABEHMuEIQYhYGxTCH9C3QwaIuswAAIABJREFU6BAIxCwY9zIolMozf95XqlRpw+NvZeZ4uzlHh/gbrQWxJLr7IDpp0qRff/1Vo9HozrhqNJpjx46RyWQmk4nBYJqamgIDA9GvvLy8DAUAAG1tbdpAkh3JjBo1SiQSffnllwQCYdmyZXV1dVFRUWiV4cOHt7a26skDADw9PXW1xWMQtaobZ6hSaQhYky6/x2KxHh5/BYhGd+xrIZFIbm5ufd6jBb96kPE4jkSGx5hnPfy5c+ccHBxEIpGnp6ezs7Oel+HmzZvV1dX5+fmrV69uaGjYt2+fi4sLDodLTEw8evSou7t7bW0tAIBKpWZkZPS53QeR0ePj47ds2RIXF8dgMDqXjIuLO3fuXB/GyOwKZum0B2ARBACAw1pO1gyIUQbRMDcZRCwWAEDEWewmKWh0CARiFox4GTg8wdb9x92c7D97ezGZSIiPCPrxjwu5xRWvTk+DmbatB6m8e5NydnZ2XC738uXLy5YtEwgEaOHp06dnzZrl5+cnlUo//fRTT0/PsrIy1CNQWFgYERGhJwAA8PPzKy4ujo6OBgDk5+dHRUUZyty7dy8hIWHKlCklJSUnTpzw8fEpLi5G38n37NmDwWD05AEAWncDiheTyOZ3eZmMBrB5Ui9mX0bdG4B01+I9QygUKg0ivBCJRD1PSt/iZctgksm09uZ2+Hy+jU0/xrWdPHny5MmTdUvQ1QpoIeo14PP56MfAwEB/f3+pVEqhUAAAXl5eKpVq5syZAICQkBAPDw8arY9TCJvG6H3C66+//s0333zzzTdffPFF55JEIrE/3HADsNMeYE/AuzkwcRjoZbAiBtEwNxk2JGKMmxPBcr0M0OgQCMQsGPEyyBSKSSmJyUPC0Y+BPh6fv7PkSvojlUqFGzy/yDK5/PT1e6OGRrk62ptbly4hk8kEAoGDg4O2RCKRSCQSNAeebjzFzkFradM99Bgbarff+pKTk2/fvk2n07VehoSEhEOHDgUEBPD5fJFI5OzsfO3aNXQfBBq4UU+gpqYmJibmxo0be/bsUalULBYLi8Uayvj5+W3bti0qKqq0tHT+/Pn+/v6bNm2qrq4WCASenp5+fn568oaqetsSaXikuUXs7Egxel7NrSIbItbb1sK9DD2weA/YvXt3ZWUlAKCqqopGo6F/8KmpqXPnzu3Xfm1I7W+QmTt37uXLl7EmTCVTVVWVmJioW6Lr5sBgMKiLAQBAILygc5+7GICpjN4n4PH4jRs3Ll68OC0tLSUlpRNJDodz586diRMnkkgkbaFMJrty5Upubq5IJPLx8ZkyZYqXl1dOTo5UKh02bJhudZlMdvny5adPn0qlUnd394kTJ6IpQlDq6+ufPHkybdq0ioqK8+fP02i0119/vaNOGxsbr1+/Xl1dLRaLnZ2dx40bFxER0WdXpEcwqWSCtSZOsloG0TA3JSS8SWONmRhodAgEYhaM/LC6ONi5OLzwjkohEWePH9mfKvU9xZV1V+9m4fHYOeM7ex4dOFRXV2dkZKAPrCgtLS1VVVUODg4lJSXofGZXQGt1/hQOAFCoNKeesbPqRI5U3MRgZrSrfkLHVp6ASTP+Bg4AiIyMjIyMBACMHz9+/PjxAAA3Nzc0jWVMTExISIhcLrexsZHL5Tgc7uOPPxYIBFgsVvsqpSfQ1tY2d+5ce3t7IpF46NAhT09PHx8fPRkMBrNp0yY2m/3SSy+h74effvopn88nEAjoI76ePLrzQo9ViS6Hc5onpPkaPcEnOc1vDrP8jFBdt3hveP/999GD//u//wsNDZ02bVp/99g5+/btM6WLAQCwaNEiU3bXOaYxel8RFha2cOHCL7/8MjY2lk7vMB5HXV3dpk2bhg8frn3hr6mpWbNmDZvNTk1N9fX1bWhoWLx48VtvvVVYWMhms3W9DDU1NW+//bZMJhszZoyzs3NBQcGhQ4dWrVq1dOlSVKCgoODLL790cXF555137O3ttXEiDDu9du3ap59+GhgYGB0dbWdnV15evmTJkldeeWXdunX9cnW6xuCyOKRPgEa3QqDRIRCIWTDuvq2obTxz425tY8voxJgZY4fnFVcAAKKC/fpftz4DDXClNmX6wb7G2dmZwWDU19cDACorKzkcTnh4OJH414y6QqEoLCyk0+l+fn5isVilUlVXV4eGhqK1AAASiSQvL49Op4eFhem13CiQT/qlSEXEu7jR5S3ybfeer05y+TjVXVfG3cG2T86CRCKhj93aiVm91wM9ASqVunv3bk9PT6FQqFKpfHx82m0Ei8XqbYHWnRA2lDdk9XCXHx82PS9tCwnsbN1HUUmbhCd9c1iXcl4OavrK4r2hqqoqJycHQZCkpCStfQsLC4OCgu7cuSMUCmNjY1GfkUgkev78uW5dX19fdAlP1xtB2zGqgAUzEIzeLVatWnXnzp1vv/1248aNXayiUCjeffddLBZ7/PhxV1dXtLChoeHNN9/E4/Hu7v/87kml0nfeecfZ2fnrr7/W/p5cvnx548aNQUFBI0aMQEvUavXWrVs3btw4YcKEjjpta2v77LPPFi5c+Oabb2oLz50798UXX8ybN08bcsX0DDqLQ3oPNLoVAo0OgUDMgpENmVy+cPuvJxOjwxZMGdPAagUA2DLoB05fhYGpTUx1dfWNGzcAAOfPn8/OzhYIBB9//LFYLAYAyGSyL774gsfjZWVlHTx4UDdTI1rLMJujLq+fLGe62UyZ6B8X5ZSU4DZ/TujuLNaNUp6uTEVji8nOVBcikfjRRx/NnDlz0aJFa9as6b+OSDjM+ddCHz6sK3je2pHMs6LWR4/qLrwWQsRZ/jZmc1lcy/Hjx7/99lsCgaDRaNasWaN1Iqxfv/6TTz5pbW1FEOTDDz/MzMwEAEgkksK/yc/PX7duHboRo1uNAAC0kTs6qWvBmN3o3YVAIGzcuPHixYv379/vYpX09PSqqqpNmzZpXQwAADc3t48++gj9m9Fy6tQpNpu9adMmXZflpEmTJk6cuH//fm2JUqlMSUnpxMUAAMjMzNRoNMuWLdMtnDRpEoIgeuE/Tcygszik90CjWyHQ6BAIxCwYWcuQU1SWFBOWPCT8ecVfG9o9XRypZFIrh+do19XoAJA+JCwsbN68eQAACoVy9erVWbNmof/HxsYCADZv3hwSEqKXqbHdbI4obWLlwxrh6wv/2SlAJmHjYl1+ftwyLvCf4O2h3uaMZNavAfm0hDiRM1ZFzjhYXFnJi4xy8nSlYTAIAECt1tQ2CvNymxG5MmNVZIADyWhTFoB5LQ4AOHv27P79+/F4PACAwWDcuHEDzVfCYrGWL1/u6+sLAAgICNi/f/+wYcMcHBxeffVVtOKWLVsWLFgQFxfX3Ua6qIAFY3aj94CoqKgFCxZs2rTp+PHjVKr+Vi9DHj165O/vb7ikKyEhQS9e4/Xr10ePHu3o6KgnOXr06A8++EAikWhjlE6cOLHzTseNGzdq1Ci9tVQcDketVkulUqM69x+D0eKQXgKNboVAo0MgELNgxMug1mgoZP1Ad3AhgxnRZmH08PDIzs4GANTX15eVlWVlZQEAGAyGXC7Xy9RomP1RSxVHZkcnoK/TWpgMYlHpC1P6uWU1sYHe/XE6A4oAB1LuO1H7s1n7spsuXRPb0vAaALhCRbAT+d2hTq/FOeEwgzixytOnTxkMhp+fX3l5eX19PZFI9PX11W4EePjwYUNDw+jRo21tbUF7FufxeBgMprCwULdW/3Ho0CEAQFNTU11d3a1bt7T7252dnVHvAADA1dWVw+Ho1jpx4gSbzV6/fn1vGum8rgUzSIf5W2+9lZGRsX379o8++siocENDg7d3++eIBnDRfiwvL6fT6T///LOeGIvFUqvV9fX1AQEBaImLi5FALQQCgUAgCIXCvLy8kpKShoaGmpqa/Px8o9r2N4PU4pDeAI1uhUCjDyL4QnFNI0sqk9va0Hw9XDEGj52ogEQqo1PJPu4uJOIL/muxVKZSqejUDsNwdF5do9FwBSI09ykGg7GhUTvKJ6grSSIRyTrt8IViDAahUcgvyoPm1jYXR7uOGjHsTvdbFARBmDYvhL7u5HJ1dCk6vwIcnoBCJhJfnBVQqzVsLpxc7wlGvAwB3u57jp5PS47XljwtLJXK5A62RrKUQ/qJwsJC9KC4uBjdT+7t7U2n00eOHAkAOHfuHJFI1Ntebpj9UUuQI6mFK5MrVbo5nFgt4kjnF34drOf+hMMgy4c6Lx/qLJSr6rhyAIAHk0AjWEIYdh6Ph8PhKioqHjx4sHDhQrFYjP6pIAgilUojIyMbGxslEklLS4unpydqcRaL1dLSEhoaisFgsrKy0AgF2mgg/cpvv/2Wnp7u5eWFegQaGxvRct23fQRBdD2eWVlZZ8+e3bt3L/L3bardRhQqNQaH58vkNkSCYSNGFbBgBukwJxKJGzZsWLVqVVpa2tChQzsXRgPBtvsVhULR9TJIJBKhUNjQ0GAoOWPGDO1CBjwerw1e2xEKhWLnzp3Hjh1zdXUNCAhwcnIaOXLk22+/vXLlys4r9jd+ni6tIokDjD9vTQzSYd6vaDSaZqGYQSKSLTTTBDT6oIAvFB06d+NpUbmLgx2FRGjh8BAEmTdx1LDo0HYEyEQuX8gTiEYNjZo3YZQ269/lO494QtHSOe2ssOtK9XM3H5y/9UBbhUQkpA6LnZE6HIvV3ymsJ2lDo6Qlx00aORQAcCUjq6K2Yf3yl3VdBtfvZ//54OlX7y3vpBG97vS+BQAgCPj30pdCfD27crkML0VXrsCB01dJRMIbL0/X7fd5Rc3Bcze+fPd1AOkmRn5SvVydRsRHfLTtZ0c7Jocn2LL3aE1D85pXZyEdebcgfURGRgabzUaPp0+frl2DIJfLd+7cSaVSy8rKUJdBWlra//73v9LSUoFA4OXlZWgaw+yP2nB3NAL2pRj79Lt1Y1K8sBgEAMDmSHNym79a+sLi8OznlfEhxvMvWBI0AjbEaRA/fGvUat7j52RPF6LLP57jysrK7Ozszz//HABw+/btmJiYBw8e1NfXz549OzMzk8ViHT9+fPTo0bt3745LGWdLAEVFRaGhofv27Vu5ciWfz1epVGgtvbXlfU5+fv7du3f37duH/jGnp6cbfcmvra396quvvv/+e+3rX0eNVLfxVBpNWQtniEeHUTx7oIAFMHiH+ZAhQ+bOnfvFF1/88ccfnUsymUw0b64hLS0t6AYZFDqdPnTo0FWrVnXeYFduhT/88MPZs2e/++47o04QE1PU1AoQxIZEgPksrYfBO8z7jzaJtKqNxySTQpx6m/Z7YAKNPvCRyORb9v1hz6Rvfvd1R1sGAECt1jzKKzp49joGQYZGhfwlwKBvXrdUO6leVd/084krO1vPrF00B70XKVRKhVLZYfvGqktksoTI4JXzp6IKVNQ27D12EYvBzBg73KDBfySlMnlBWfXPJy4zaNThseHjR8Rt2JF/93H+yPhIVJjN5Z/98/7C6eM6acSwO91vu3u5DC9FVy+gUlVQVpqVX5wQGaytq1SplO1dVYhRjDtuJ6ckDosOq6ht4AvFNjRqWIA3hWSKyUxrJigo6MCBA4aFAIDNmzfLZDKJRMJk/jVI8Hj8p59+yuPxCASC9hVLWwWtpZfNUVfm2yk+rx0rO3q80NPdRiZVNDSJdkzz0UtmCe9Pg47HM94X5ZTIZYq4M1/bDf/rh76pqSk+Pv7hw4eJiYlaydmzZ3t4eOTl5QEApkyZEhAQYGtrm5ubmzB2rEKhKCkpaWpqAgB4e3sTCITa2loTKC8UCh0cHND3N7Vafe7cOTRhRCfy69ev37Bhg+7a9Y4aUWnUAAA16GzbV3cVsAwG9TBfvXr13bt3d+7caRhzQZfQ0NBffvlFJpPpLcnhcrm5ubnx8f+s2gsJCdEuHNOlsLDw7t27ixcv7iRnjR7Xrl2bM2eOnotBJBJJJJIuttBPYDAYtUajVmsAdDJYDYN6mPcTajQNmeXuBYZGH/hcuv0Qi8G8/eos/N+P6BgMMiwmzNnBDp3Y/0tg0T8CAAAfd5d1i+d88t2BR3lFiX/P4XfWfneqYzBIgLf7nPEjj168Zehl0IVEJMSFB5ZU1eYUlQ+PDWfSaXPHjzxxLT0m1B/dsHDkwk1/L7ekmM7uzl3vDnThcvXmCjg72B65cDPEz7OTjSeQLtKlaPl2DHp8RHDqsNj4iCDoYjA7RCJR62LQwmAw9FwMupBIJHSdMIFA0AvNQCNgTy4MvvBq8OtB9I1Jzs/WxcyPdtCr/rSkuo90h5gCBVfYmpGbkhzk72XXcPiytjwpKWn69OnosgVtIY32zyY3mUwGAFCpVHUt3NOnT2Ox2JkzZxoGwOtv4uPjpVLpe++99/nnn69evTolJSU7O/vevXsdyR85cqStrW3//v1r/+bChQvdbaQ3ClgGg3qYUyiUjz/++OTJk48fP+5EbMKECXK5/PDhw3rlv/zyi14gxokTJ96/f7+goEC3UK1Wb9u2LScnp+suBgCARCLR8+0CAH7//feut9BPWPBrFaQjBvUwh/QMaPSBz4PcwnFJsXiDO4Wvh4uXq1MnAnYMemJ06P2cdnziXWnfaHVHO6ZIIml3fYQeBDxerlCgxykJ0a6O9scu3wEAPCksLSqvftVgIUNvujN6ubpexfAKjIiLcHawPXz+z64oDOkcy9yEBukuMW7UGLcOI7RHB3qZUhlIL8EzqBQPx5y8Wg5HGDomXu/bVatWbd26NSIiwrDizZs3q6ur8/Pz33zrrTu3b1dWVlZUVFRVVbW2tlKp1IyMjH7aK/Gf//znBf3x+G+//baxsVEul6ObgMaOHYtOPh87dkwrxmQy0eB8K1asWLFihWGz7TZS3sb7aPv3ho3oNt6JAhbMYB/mQ4cOnTlz5qlTpzqRcXV1Xb58+Z49e7BY7Lx58ygUikgk+vXXX8+cORMWFqa7/WHq1KmnT59es2bNhg0bRo0ahcFgmpubt2/fXlxcbLjQrHNSU1NPnTqVnJwcHR0NAKitrT1y5MijR48oFAqfz1er1XqeX5OBQRDoaLA2Bvswh/QAaPQBDlcg5PKFgT4ePRMI9HZ/XNBZUuTeVM8rqXBxsDd8Odejrrn17uNnr0xNRT8iCFg0I+3zXQfjwgOPXrg5PXV4F0MndqU7o5eru1X0rgAGQZbMmvDZD789LiiJCw/qei8QQ6CXAWKcoqr6cN9ujGeImUGQpIy9DcdueAV7248egpaNHj0aPSASiR9++CF6PGfOHPRg8uTJ6AGfz588eXJBZd3UqVMFAgGVSp0+fToWi3VwcPDw8NBd+NDfuLq6ao+7kqSwzxvpEwUGERYwzN9555179+41Nzd3IvP6669TKJQff/xx9+7dTCaTy+X6+fnt2bPnl19+0Y3jiMFgdu7c+X//93/r168nkUgEAoHL5YaGhu7atcvPz69bWr3//vsikWjZsmV0Ol2pVMrl8kmTJv38889ffvnljh077t27t3Pnzh6ecO+ALgYrxAKGOaS7QKMPcERiKQCAQevwMaNzAQadKhJLNBpNR3GCulWdzeVn5hQCANQaUFnXmJGd/+Yr09ut+Ky06pPvDgAApDI5hy8YkxirG8vAzcl+ckrirqPn3J0cxifHdXRqnXdXUdv44x8X0GMCHrdgSiqZSDA8HY1Go1Sp0GMsBmuYmKO7F9DZwXbG2OTD5/8M9vGkwQDJvQB6GSDG8XfvME4eZGCCt6V7r5zVg4rozhrU4nQ6HQCgnWg1pYsBYnoGxTAfOnQomsG3XahU6sWLF3VLIiMjDeVffvnlOXPmPH/+XCgUenh4oNFwGxsbk5KSdMVoNNrnn3/+3nvvlZaWSqVSFxcXPz8/3ce48ePHjx8/3lANvU5JJNKWLVtYLFZVVRUOhwsKCkKH0pYtW+rr680Y8gMBnYYngVgig2KYQ/oWaPQBDnpb0XT8e2xEQAMAQADoMBRxt6qz2ri3H+XyhGI2l58UE/r+svn+nq7t1vNxd541bgQAQKPRNLVyLtzOPHz+z39NG6sVmDxq6OX0R9NSkzpZr9d5dxQS0efvv148DofHYds9nT2/n39cUIoeO9nbbl63tDdXAGV8ctyTgpLDF/5sN/wkpIsY9zJU1DaeuXG3trFldGLMjLHD84orAABRwd2bzIEMampZbYEdB+SHWB7Q4laINRj9yZMnly5dWrt2LY1Gi4qK0pbX1taWlpYuWbLEsIqNjU1cXIfzMF3HycnJyemF/aIIgnh4mHeCEfoZrA5rGOYQPaDRBzg0CgkAwBeKaZT2p81tqBQAAJcvbFeAwxfY0Cid5DvqVvVQP6+V86cKROJPv//N18O1IxcDAIBGIfv9/a2/l5ufp8uGHQfGJMa4OdmjhTgsFoNBCDrJmwzpvDsXR7sJIxIM+tW/XMvmTX5lqgwAUF7bsP/U1V5eARQEQRbPnvD5D4eeFJbiYBqmnmJkOyiXL9z+68nE6LAFU8Y0sFoBALYM+oHTV9vNMA+xVJyYdHOrADEp0OJWiDUY3cXF5dKlS7t27dK9hXG53A0bNri6uqakpJhRNzMAE1JbH9YwzCF6QKMPcGxoVFsGvbSqriMBGpXsaMcsKq9p99vnFTW+Hh36AnpWnU6lLJ098djl23VNLcbU/wtXR3sKichq43ZRvsfdGV4uPA7HoFMZdCqVTGq3Ss8uoKuj/fTUpEPn/hSKzZwQavBixMuQU1SWFBOWPCScQf9rN4uniyOVTGrl8PpfN8hAgQ8HmJUBLW6FWIPR3dzcNm3adOHChfnz52/evHnbtm3//e9/Z8yYweFwtm3b1q3MEZYAnC2wPqxhmEP0gEYf+CTFhP2Z+dQwt0JReU1ZdT0AIHlI+PX7jyVSmZ5AA4v9KL94ZFw78bx16UH18ECfUUOj9/x+QSaXd+UUuAKhRCZzsGV0RbiX3XV0uWRyRUfrDnp2ASeMSLBn0k/fsPAUY/2HES+DWqOhkPUjq8OFDNYGydoevq0eaHErxEqMnpqaev78+ZdeegkAwOFwHBwcPvroo+PHj3c3pqMF0FGoMIgFYyXDHKILNPrAZ3LKUI0GfLv/RHXDX9GLZXLFjQdPvjt4WiiRAgAmjkiwoVH/76c/yqrr0ZcwlUr9tKjs2/0nEiKCo0P8tU1JZfLGFrb2H5vL71Z1XeaMH4nHYX87e6PdbxUKJYcn4PAEbC6/uLJ295Fzgd4e7k4OPb4Iht1pu9D+U6vV7V4upUr1KO/5gdPXJozQT6yG0rMrgMEgS2ZPFIjEPT4pK8dIXIYAb/c9R8+nJf9js6eFpVKZvMfOqt4gVyjFBl6oriCTKwAASqWqZ9UBdKxAIJYCg0xqk8johM42CkIsGwaDMXfuXHNrYX5IWKwGAQQc3HEKsWqoBAIOg2GQ4Ks4xGyQiIQPli84cTX9q32/47BYMonIE4hcHO1WL5wZHuANAMDhsO+/Pu/ktbvbfj2JQRAKmSQQiUlEQtrwuIkj/4lcwKTTbtx/kl9SqS3B43Df/GcllULqSnUSgSAjKrQfcVjsivlTNu0+3MBia6Mt6HaU87wcAIAgiB2DHhnkO2vcCD3fNZFAIBE7HFmdd6fbhZZ5E1MmjEgwvFx8odiWQXtlamp8RFD7jXftAhIJeOKLXjk3J/vpY5Lu5xR2dBaQTkAyMtJHjBjZicSl9IfX7z12tGNyeAJ7pk1NQ/OaV2eF+nv3oRJF5dXbD55OHPvPntjkIJ9g538ib996mPPbmWt92GPP2P/lf8ytgnmoZbE9X/x9gVg20OJWCDS6tQEtboVAo1shFmx0dApQrVarVCq5XC6Xy8VisUwm8/HxMbdqPUSpVDWxOTK5wtaGZsdoJ6CGUqVqbuVIZHIameTsYNfdFWmdV1ep1BqNBvei61kilZFJ+qvau4hUJu/Ey9D77v66XDI5nUpxsmcabRwYuwJyhQKPwxteVYlMTu74RAYF2dnZWCyWRqNRqVQymUwkEgkEAg6HQzOAtLu28ZeMJ9rj/LuZS+dMigzy7XqPRUWFxnNMTE5JHBYdVlHbwBeKbWjUsABvSk//2nqMh7MDFotRqdQm7lcXv47jrFo8Nh2EvYVYKtDiVgg0urUBLW6FQKNbIdDogwgcDuvh3NmmAxwW696pgJH2O62Oxbazj77HLgYAQCcuhj7prpPL1W7jwNgV6CgjxmB3MZiL9r0MVzKy0AUkCqWSzeG7ONrZMYJNq9gLBPp47P50rUKpMpcCCAAkoql9KwMHFlfAoFHMrQWkGzTy5RmVfL5M5cUkjvS1IePb+bVtbW1dvXp1YGCgSqVSKBTh4eGLFy9Gv+rc4g0NDSdPnlyzZk0/KQ8xC3CYWxvQ4lYINLoVAo0OgUDMQvtehlsPnyZEBtszbcqq6/988GT1wlkmVssQPA6HxxlfeQHpDzyd7IwLQQYGIrl6zbmKswVtPu42eCJWwJe3cso2T/B6PcFJT1KtVgcGBn7xxRfox82bN+fl5UVFRQFjFndxcVmxYkU/6Q8xF3CYWxvQ4lYINLoVAo0OgUDMQvvv7SPjor777dSIuEg2l9/SxkvPytP9Fo/HDYsOg9GprYfy+uZwXw9zawExjkypHv9LoZxMeO2VCAL+r91obI70sxsVrWLl+lFundR1cHCQSCQAgLy8vJ8O/OpkZxsZGTljxoza2tqsrKyqqiqpVOri4rJ06VKBQHDnzp3p06cbfmWKk4T0D3CYWxvQ4lYINLoVAo0OgUDMQvtehimjhzk72BaWV7NaOQKx5HlFje63eBwuISLYMKIGxFIJ9XE3twqQLrEto5GPwUxJ8QY6TkB7W9KMyYHfnCqaGWYb7PjC/szq6upjx46p1eqGhgY+n79s2bLW1tajR49u/b+v8Djc3r178/LycDjcmTNnfvrpJwKB8P333xcWFjo4OFRUVAAABAKB3ldhYWEmPmVIXwGHubUBLW6FQKNbIdDoEAjELLTupHLdAAAgAElEQVTvZUAQkBAZnBAZzObyi8qrR8RFmlgtyIAit7QmNqgvs4pA+ondD5vSxvsDg3VGVCo+PNThp0esr6e8YEcGgxEaGqrRaNzd3c+ePfvo0aOGhobg4OBTF68FeDh7eXllZGSMGTNm9OjRBAIBABAYGNjS0uLg8E/gHL2v+v0MIf0GHObWBrS4FQKNboVAo0MgELPQYaQDNJWIPdMmITJEJpfrfoXBYGCIBKsC3p8GBXyZii9VOdi1H03azZX+qKBZr5DJZEZG/uVDDA0N/fbbb0NCQtRqtTODIhAISCRSWlqaUqnE/x10F0EQNHGUlk6+GpjwpfKy1jYXG7qbDdXcugws4DC3Nlxc7KvaeD52DHMrAjEdcJgbolCpqzk8eyrZlkwyty79AjQ6BAIxC+07CyQy+bovd33/ydulVXXbDpzUgBdeHkgEwtYP3iDgoaPBWsh+Xhkf0o0UqRCzYPQdv3OBhoYGBweH0NDQ/Px8mot3fIjvkydPGhsbHR0d+1BJs9MkEMpV6ia+EHoZ9IDD3NqobuMBBHG1oRHh/kerAQ5zQ3hSWatIolCpLdXLAI0OgUDMQvueAjKRsGvjWgwGCfX33vvFuybWCTLQgPenQQGDhKWTcOw2iX17yxkam4Tx7vrv1bm5uRs2bNBoNCqVSq1Wr1+/3s7OLj09/db5E9m36TU1NRs3biwvLzeJ+iYCXXChBoNg2YWJgcPc2sBgMGqNZlAsQYL0FXCYG4JOpFnwMIBGtwyapMWNkqIG6VOFRoRHqH7UkWScDQ4hkbF0e4KuiTUAINXiJ0+4hzVAgQCcSiMlYpiuxFgvaqwTMcBsJ9AXqMT5anGRRtGslj7BYLFqJQcgdgBggAZLcFmFoUSZW0HIC3S4HgGD6TCHBIvNcbK37R99IAORp6XVsYFWseLu+PHjfD4fPbaxsZk3b5559ekuKxOdjz9unDjOTy80g0iiLCxq/WH5C6EZnZyczp07Z9jIv//978xnxQEu9mj8hbCwMG1Mx/Hjx6MHa9eu7egryCDFeoY5BEUN/QvWBxzmVgg0+sBBpZZXih/l884JFE0ytRAABINgaHgne4K/Pd7PluDBwDuTsUwEwQjkrGZ5qVQpQBDEiRQgVnEuNfxPA1QAUXvZ4DSIJpuXLVWqsAhWqgKveO5jEtw48ro/at+ywbvM9dieyf4Ziy+hEbAihUokx/CVMoHq4aM2oic1fsz/s3fe8VEV68N/5vSzfbPJpjcSElpC6AiCSJEiIiIXEZGLIurFcn3t5WIvV+7FixV/ItgVsSEoTaRLkxJAIIQkpJdN2757+vvHQghpJGETUvb7yR+7c+bMmZNn55yZZ54S8pCGOG+jqshexXNG5vNBFn0lsiyAVA1ikSLaFJAARJBFRXaDLGBUGJDRVNgihGva4X8le/Mk93FSf70sOWTPKal6veQ5DUIhqRIR8tKsjBEIIRB5BWQABbzZexGdCBiDEA5EGIZrFKFMUURMN5Y03ggyj0gjAIj2PTJXjJEGjDAAGYnRgdiobUiLvR5ESXr2fys/fvXxtuhNgI5J/8SYq92FduKmm26SZXnJkiVPPvkkhmFXuzst5rFR4etOV+/4o2DksEiSPN//ahu3+bech0aE9QlVNbOdoX2TsECu2m5G9xnmAXxgCAUUDd2NwDDvhgSE3kGw8sXfFjxAEryR5UIYnMCQAiDLiiDbq8UzpRwmyhQvIUEWAWQSp1hSQsgDgB+1MRhgFI4ToONkT4VL0dMSjfOVHkUBEQM807FDS4bur/okRO3hxIKV525jcL2L59ReFS9qhpjmnrD/okBxUpBS5tn7a4n1ZmYYOHbL3DmFK8ZpHCM5UARfJxGGADhEAIbDeRMfAmGYogAIHkyoZgjdaFw7vJm3rMheyXlEcu5TuDNIIZB6IBE0DSPNTZ4ky0I5Rpq5cwsR5PKFegQyTokka6X1MkYCuujhpwAAecF4l1BVSfwBBCArABLIImAEAgRi5S538RJADCJ1CGSQSgjGI0kk5/YCpkZUNCL0CLGAkxjVi9CNAFwHMgcYC7hO9pwFhDCmB0Y1lQk+QGO0WMugKIokyW3RlSY4fPLs6ey8dr5oHUgCnzx6qE7THX25T+cV9+0emZAYhgEAHMdVKhUAyLK8evVqt9vNsuzs2bNxHP/222/tdrter9dqtZMnT65f4Sr3n8C2Lui96Odzn68+GR+toxncbvOWWDwvjY/+xzWhzW+n+0g8QA0BoXc3AiqGbkhgmHdDAkLvCNj40m3ly2iCizMAAHXxAAYMgJbyzR59yysEgANIAADAXiiXAZBTsNu8IMqUIKMwjYSQyEs4IDLD9Y0kS8FqiSFwDyY6BG81byUwZoDh/hT9jeVczlnH9hK3pGcUBHKZN73KeUjvrQYAnCEZYxVONf0uUEABwQuix0jFvdZsFYPCl7wjln+CkwrO2jBSBkURHb95yt5FiAFMhRmn0iF/V2ROkaoUwSpVr5HFckCU5DyKIQxkUJBCskgVUoow5FMoKAo0sf+FMIVgAABqTcQVACBVDkZyyDKAAggQIhWEAMAj8UiRqhFuBVnxHZW8m3j7Z6AoAEiRASRZQR6cYnkeKQqOqZIw1RBc1Q9TpWJUWPP+Cd2dzhHB8Yuft9gcrqvdC9CqVVOuG1a/vLi4eOPGjQCg0WiuueaamBj/qI0PHToUGhoKANHR0X5psNX0CO9S8f+az9q1a/v165eamnrq1Km1a9dGRERoNJrbbrvNYrG8+OKLkydPrlPh1ltvvdpdBi2NfzErMa+a233OXuUR41KN1yfotXTL1B/dVuLdmYDQuxuoS/uiB2iQwDDvhgSE3hE45dhc4j2YYKAvWQW3EA1JaEi4oIzAQlQ+bYUMAFZOdItyiQN3ibICkoYInx39jo4MBYDtlv8BkdkziPSKkiImphpSMO0YFRkHAJJ9t7voGU1YNcKaehu4yvUylkDFPEnoRjazq3zx/2TbKk24DeEgCYATAAhItZdkRE+lCGCTyt7z2HeDWIQwESGZUldjKkVRANcDwkCRQZEQIAVhUPOmarWJLcLhwibgxdu8oFtR4IJISJAAKmqfKHoQwXoAQJFA5Mtlbq/k0PIeQOreCFFU5PMYm9zKPnUPOoeW4a4ZkzJyClo9IzpwPKPa5rh2UIpG1foAwiRBXDsopcFDhYWFoaGhY8eOtdlsH3zwwVNPPaXR+MFnad++fXPmzLnydq6coorqxMgW7IR3GbKzs2fMmAEAffr02bRpk9PpnDx5MgCYzeb4+Pj6Fa5ub2sTa6Rjja2fWHRbiXdnAkIPEKDLExjm3ZCA0K86LrH6rGOHmmCZNlh1eQSp1AWEEhWtGtArKO6PihXhbLJXdjjFygz7NjPTM804a5dlqSJ7q7zkOPPfeusm1JxLGKdI9u2C83tKJ9ZtVwFAoEhI5EEW1Gzf7xBG1a3TEIrsFYrekOw/qUNtCAPRhbmrtKSGZ40eAMAICTAC10wUbTtBzFEFV+MNtYowaFrx0T4Q7AUFBw4kqwCrCC6P6NXLrgykeCTbOox94ur2sIPT8O/9dE5+ZbW9wUOSLLVlfxqmf6+E/r0SWn36ucLSaptjynVDw0NMfuxVbSiKUqlUKpUqIiLC5XJlZWWFhoaGh4eXlJSUl5djGJaZmSmKYlJSUu3y1NTU9PT0/Px8q9WqKModd9xBEMSPP/5YWVmp0+kURbFarQBgMrVVt5tJsF57dTtwtdDpdDabTa/XW61WjUYTEhJSWlpqNptFUSwrK6tf4Wr31290W4l3ZwJC73YgdPn8twG6FoFh3g0JCP2qk+38A/CiOB3h4EWXIOtpnPVT/uAyl1jtYYcY56YZp+OIBIAkzWiW0Jd6M9YWP66jPCccrAqLnhj24jnXvmlht9fEffQhWD6X7b/hwZeoGBQZOBvLOSgECkKUIrtxTV+h+E3cNAdnL7MWEx37hPxncapYHepGGPBOmrOHKeAl6POLSoxSVCHVXPU22uCitN5OEQFMkWoFg0AiwgSMHUCG/gOj465irzoFDWsZ0k9lFZdXNnbOyIF926w/nZVNmzadOXOmrKxMluXQ0NDDhw+rVKrw8HCHw1FaWorjeGVl5cKFCzds2FC7PDU1tbi4WBTFefPm7du378CBAyzLIoQWLlxYXFz88ssvDx8+HAASElqvYfELDrfXoGlu4MCuxMyZM5cvX56YmJidnb1w4UK1Wr106dKMjIzy8nKfTqFOhavdX7/RbSXenQkIvdsRUDF0PwLDvBsSEPpVxyYWE5iUbcVxJTRBM+qM7TdOcQSzilmFX8kyu9QpIyn5ztiX1cTFxH8soedk18bS18xqPoihAeTTFbkGKlLDhZ517h5gmFFTUxGq+NK3NOFVGA4AoMhIcOIip5F4AtdP1aQ8BbjGm32X4tyB5K18OUFTUU1rGSTbDr7gEcZY6YvIqMjgtWrZ5G+9GZNJ1fkXDkKAU4oqtNE15lVH4gAhhFGK16qWOBZAlDlFHW7DSJAlBAoAUBibTGivudo97QQ0rGW4ferYdu5HZ2fSpEm+TH4//fTTtm3b6lcYPHhwY+f27dsXAEwmU25ubnZ2ts8mPyIi4qorF2qg/KRz7SwsXrzY98FkMj399NNWq3XmzJkAUFhYOH/+fI1GQ9P0Bx98UL9Cl6FLSxwDABRYXtWjSws9QON0hq2kAP4iMMzrgwBBlx4HAaFfdSSZr3DLiZoRU8L/BYBGBd9rFYq3lS3Ns5+K07f+p+fgiQnmebVVDD5O2rYQWFnQBfcMhkBf5i7QMWDl5P76aRg6X64oPIZhGK4AgCwhd5ke092Mh40l2T410Q3JyBfEqn6SfSsVOZsMueMytylUkqynJukDwgAnBMmxgwiaZs//CRQFkKI2O/HWO6+3LYqEBCfIMvB2oPVIsFN04seKZBXKPpSl/bxDLXi0iOnBJL6KsT2vdmc7B50jLkMnonfv3sePHzcajYIgAEBxcbGvnCAIACBJsk45AKBamkyDwVBaWhoSEiJJks8mvxXwPP/6668/+uijOp3OV2K329etWzd37lyv17t69er58+e3qEEM68Lv38tjMBh8H4KDg1etWkXTdGVl5dy5c+tX6DJ0YYmHa1knz5m7ZbKYpunCQg/QIAaGIgiCJgLTgG5EYJjXR89QRpYJ1rCXr9q+7N+///Dhw2q1GgAGDhyYmprazBNtNhuGYVrteUeJ2kI/cOBAfHy82XwxleD+/ft79ux51T1zuzBe2XnGsT1Wfc2k8Gdq1FkGMuKWyP+8nz1VUpRW2zOEaYRfS56PZPsPDpoTxZ7/eXgk+0nbOg17MRtgnB58Sw1HOcZJLpbQ+8oRrpZlWVEAAfJUaPHgB6iw++tcAmfi8IjHIOKxBjugyDxf/DppmIRphgMAoR3OlRicXpUiS2pzNWBIljEc05IRT4tVG3GGw2kOo1t3r22OxCN3uQk3zgCMpbRhkucvIiwa1wwCkLm8JzA9CE6GTdmKcP3V7mlnIjC98A+//fZbVlaWJElWq/Whhx4SBGH58uUZGRnHjx8fOfJiRNa0tLQGy2sYP378m2++mZGRYbFYanQELUUUxb1792IY9vzzz/tKvF7voUOH5s6di+O4L2xhi/BwQut60sVgGGbRokVXuxftQReWuI5lBkUFUhA1QBcWeoAGYQHFmLqahrR9UBQ4XOT8+VT1iTJPqYPnJDlMRyUa6SnJhusT9AyBXe0ONkpgmNeHxPFkc9DV7kUDVFVVTZgwISkpqabEZrOVlpbGxcU5nU6j0YhhmMPh8GkTLBZLeXl57969MQz7888/EULjxo2rqqqqrKwkNQYV6UIIeb3elJQUmqZr16+qquI47qrdZDcAAbrGdFeq4cY6FjMIYSyuEWU7jrdSy6Cl8F4mpZo79Gvp8RCq3/SINyzerPUlz+pYp5G5GFOxRomhodFpx+/99VNxjAIAhGvJoOkuyw8IycCMocLubWkHJNdhoeIr2XOa7fktAGB0JNNroyfzb4ps4xxqBBIeNJ8MmuY5PQnhXibIjrV20SlXMN5NMczMbIxpq+CAopsgQu6rr2dRRDuAiBEIZz1c/jNM/Adt1IEuSUDL4AeGDh06dOjQOoXPPfecw+Gok9owJCSkTvmUKVN8H5KSknzvkpdeeslqtep0Ogxr/UwlOjraYDDs3bt3xIgRtcsJgqitZfjrr78KCgpSUlK0Wq0sy0ajEQBOnDhRUlLSp0+fqKgoABBF0W23FkucxWJJS0trdZcCNBNeUrZl2X48VXmsxF3mEAgcmTXk8CjNLX2DRsbp2mcjyqgNbPV3OwJC724EJN4KFAW+PV7x7JYCGaG4WH1wlD6JJTEc3B4xw8pt21pU9m3WwyPDHxsVoaY6oq4hIPTORVZWlk8FkJycnJ+fv3HjxlGjRr3xxhtut3vx4sVarfaHH36YP3/+8ePHT58+3bt37xUrVtx33312u12SpCNHjpw5cyY5OXnXxk3RkRFFRUUzZszYv39/WlpaRUVFTf2rniu9y0Nj6lTD1PrlHsnulezUFUz1AQDHUDBLBTNwsuJ4sffk+uJnI7S8nm54cWdipMPVq846t90W/Z6vhIp6XrKPU4QqwnSjz5+0mShCuTf/McV1AimY7DgiWD4lzfMBADBcEUsUmRecLKKiafMQsXqzIpZoIxtOKdBMuMNm77oEPj3M8O89QMiXP+FyyByG0Ze0I/E63NRXkZwIV9fWByHCgLG9RO8+VbDHWbpXcp/AVQ0nHAxQn4CWoa3AcbxBQ/rGymvjFwv8+++//5FHHunfv7/P3M6HIAhvv/320qVLAeCDDz6orKwcOXLkd999V1JSMmLEiOnTp7/33nuSJKWkpHz88cejRo0aN26czWZ75eWXg4MMdTQm3QqPIO8+Z69wCVEGekSslmiztf7qYxXPbC5gWDI6Vp800DhQRcgKuNxCeolj7Y/ndCRaOiV2XGLD9lp2u12r1aJLTe/sdnsrjGJKKq1aVXM3/HmeVxTFtz0SoPPSIqEH6AIEJN5SypzCrV9mlnHSiGtjosLrJRWKgUGpZruDX3eo+P/+e+THucnDYjpcbP+A0DsXPM/zPA8Asizv2LHjvvvuoyjK4XCsX7++drXExERBEDIzM0tLSwEgNjaWoqjdu3f7rC/3HPjTZrPNmDEjKirq+PHjdeoHtAxXi0o+jyUJhPywZgZQZAUOV31jZBtVMQCAhsQYSoRL4lJhuG5UK64nWFbi0i4RGRHbG1NOCZaPCf04wFS8ZSUgCmESKDKSnHzBgzghq0zW5t6GmxDOafEwj2dtPHtLDh7EAYDiIrEwF8IVvEpve3Wo+oFjRIjnks5k6Twb4lGIk+xlpXtbESMBgJivld0Y1ctW5xJiJeNekyj+EUFOOgc2VrFoqRuymJFlhMrlybkfwzBMPZSOfxvhF5/wVOiD3sIMDVONkSLwpRDQMjSbgJah/VAU2Him+ufT1bnVvEmFj0/Qz04LVpFttd1BUdT999//9ttvP/vss/WPWiyWzMzMZcuWAcDYsWOfeeYZAMjJybHZbM899xwAjBkz5uGHHx43bhwAWKsqPv90FY530wBC3x2vfHhdTpCRUalpu83LeYTPZvW8rkcr/VkagxPle37M2VPgGjmq7vzVqKejwjVDB4ZnnbPe+V3WXQNDXrkhpr6iY968eStXrqzjXTlt2rQdO3a0tDMxoS1w0dywYYPD4bjzzjtbepUAHYoWCT1AHdKLXXvzHBiCEbHa1PAGtoutVuuPP/7ocrnCwsKmT59OkqS/Ll1UVLRp0yYAoCiqX79+AwYMaOaJAYm3iAyLZ+Kq04lJplsHhDURKlCnpcZfH3cu337TZ2feuzl+VmrH+icHhN656NOnT43HBE3TkiQBgCAIOI77gnzZ7XYA+Omnn/r27Tt9+nSLxVJzLoZhiqIghNQ0RRB47WTbDdYP0M6Uc2fdogDgj6k1QtFaiZMPh6pqLesUqOIEr0AoCBclcAsSpwgUUi2IX3LlFxQdB2QPg2sHyO4jrNnrrqzkS96RXYcINk9jFjFKAQVk0YGRLQi1rbhJ22OjMZGRXBJO4o59sbIDgQKIlTEcY7UqhqU8xaTjUQOWZCUHF9IDK/FQDwB4vuhL5IcCQp71Xq9WIIaWyEVa6YwBCEW84y+qr1XxEmKOVjwWIh4zg4DRGkalJfldfZGC4Rjm+lCLNAfo/tWUxgsAnspdfNHLdMzF/xKuG42oId7q3yTOg4nV3XQt1CoCWoZ2otQhzPgyw+KVE3ua9Ikap1d6O73yha0F392RNLzNtjtSU1O3bt3qC/ZT51B2dnbtSEJDhgwBgOPHj5eVlflUDwBQXFzsdDoBIKZHYrdVMaw9WfXQL7k3Tk4MMZ1PBJVX6Jj1deav83sNjqq3l9VaJFm5+fOMMgW79eYkonGf3sR4Q2S49oetOZXunA9v6eGvq9fnbGFZSo+otms/QAckIPTWIUjKvT/lbMmyxUXrFEAvbSua1tv4/s3xtS2e7Hb7q6+++uyzzwYFBR0/fvz9999/5JFH/NWBvLy88PDwMWPGCILw1Vdf8Tw/bNiw5pwYkHjzqXSLN36WkTYwvHdSsxz442N0uhsTH1qfFamjRsZ1IIuGgNA7F+vWrQsODgaAPn36TJo06aOPPkpMTDx69GhaWto333wTGRlZUFAAAHq9/ty5czk5Obm5uRUVFWq1evfu3WPHjl2xYkVYWFi1yxMfEVq72dr1a2sfArQnhZ50Y2ttQDlRdggiiWN66vw6zsDWXdBV80K+AwVTcWn6mxlczeD6zaWvSlC9sfSVaeGv1GSaaB1s4ieK6JScfwie044yHQKVbN/KGqtI9QXTDAQtUjEAgHtLBMGrNRoNqAAUAASKSqljn8uyDMPQfIFGyDPbv+KBlrFQj1KoZvUswpBKw4qixO3XUAingymJlzxrBnlxWfIAIgFHmEZNk/R5FT9xcQmsdb8/iFy6C5AsVlGUSXDbNkn2m2pbeRDBt3O5f2CqAYS6uXr8ABDQMrQPbkGesPJUSLR+5sDwmj2QPklB5wrsN39+ZvvCPn1C2yqV8aJFix599NEnnniiTjlN07Xj/QiCQNM0hmGjR4+eOHGir3DBggVqtZrjuFBT3TQ53QRJVh5enztxXHyNigEAYqO0I4ZHPfJL3p77+/rrQk9tzC/klRtviEOX88VgGXzKpB4/rs38cH/Z/cNDm65cn7Kysn379uE4PmrUKFEUJUkKDQ0FgNzc3PT0dITQNddcYzab+8ZFAsCpU6eSkpJ27tzpdDoHDBgQExNT005lZeWePXsURakfxLROUy3tYYCrhU/oAVrKq9sKD1Vys2f2JgkMAIYPC9/827klO4ufvf7i/3PLli233XZbUFAQAKSmpnIcJ8vy6tWr3W43y7KzZ88+ceJEfn6+1WpVFOWOO+4gCOLbb7+12+16vV6r1U6cOLF25fo6X5qmVSoVAIwcOfLMmTPDhg37/vvvbTYbwzC33357VlZWdnZ2YWGh1+u95ZZbfAF3ICDxlnDHt2ej4wzNVDH4MAWxY6+Lm/nVmVOPphnrLQCuFgGhdyKmTJlSE7rLx8MPP+zxeGJiYniev+WWWyRJmj59OgBMnTrV4XCo1epp06bhOB4cHBwVFaXRaBITE71e71SGrUkz4WswIiKidn3U2hwHAa6EBPXoXRV/tvQsQVZyqsEjyomakSXuvyi9k20kU6mOIkwsxyh0P/0kANhhed8jVWlINs91xC6UGagrehQgwoAIA0bPUES77Nwnew6rgqvwK3OcJSLcbp4XBYkgcd9aqcFfJkKIZikaKFCDJMpylUToifOTZwQEiRPk+Rk7QRFaSgMA0GTuTIohJa/edu84QKCIwNyXzlxTwpW+zdbWMuivQ4lf4ZqBXTrprf/piNGJuh7L9pSQOnrooPA6P874aN3gQeEPrMttu0szDHPPPfe8++67dcp79ep16NChGn+/zZs3A0BaWtqBAwe0Wq1Wq6VpevHixb7KlTZn2/WwI3Oi1I0TWHhoXfvnnj0MJ0tdVq/ol6uctng+O2IZf/3lVQw+KAKfNKHH878VVLpb1oGDBw8+8MADLpdLFMXnn3/+o48+2rJlCwB89913b731FkVRiqI89NBDGRkZx7LyAeCpp556/vnnKyoqEELPPvvs/v37fe2cOHHiH//4B8dxFEU9++yz+/btq7lE/aaa6E9BQcHKlStXrly5Zs2akpKSFt1L0xQVFR04cKDm6549exqs5na7V6xYsWzZsi+++MLlcvmxA50Rn9ADtAhZgXf+KBkzOpa8YIJEEfj1o2OX7iripYvbOMXFxT17XkyvPWTIkLVr1/br1++ee+4ZMGDA2rVri4uLRVGcN29eUlLSgQMH9u3bp9FoFi5cOGbMmPXr19epXL8bO3bs+PTTTz/66KPVq1dPmjRp+/btERERCxYsSE1N3bx5sy/S28KFC++7775PP/205qyAxJvJlkzryXLv0EHhLT0xNkobF6t/fXtRW/SqdQSE3qlBCKlUKqPRaDKZKIpi2YvZN7VaLYZhBEH4FmY+CwUMw1QqVYNCr1M/QDvjEW27y9+P1bc4KIOkyLICNA657kM6MqbIjpe5ZaVhowGEK+AWq3dXrHCLttEh986IfGe8+bV7enxzhSqGi51x/yWULSWJrZrw6paqGCQvOIqDPOUX49DRQ8vJm844XQ6b3avIzbKDwAmMpMlmTp6bgGVoo9loDDGqDWphVzzBguQ+A7UjWCAS1wwKqBhaSkfRr3dtPjlcPmpMbIOH+iWbVh0qKbTxUXqqwQpXzsCBA7du3VpcXFy7UKVSzZs374EHHkhJScnLy4uLiyNJMiYmZsiQIQ8//HBycvKZM2fmzZvne/2Y9N3UoK7KI2pUDbhPYxhS0bjVIxkYP4ygF34vHJgWxjQesKc+BoLNoFMAACAASURBVD3dM8H41u7i1ybGXL42AADIsvzf//73rbfe8pkk3HjjjTNnzvSFffr5558/+eQTn6O4Xq/funXrgw8+CAAWi2XhwoU+d5vExMRPPvlk+PDhAPDGG2+88cYbCQkJADB27Nhbb721X79+vqvUb6pXr16NdSk3Nzc6Ovraa6+1Wq3Lli174YUXfPuxV05eXt6HH35YkxV8+/bt1157re9QucudU2EzqZl4o+7FF1988MEHY2Ji8vLyXn/99ddee80vV++kDEhq+BkVoAnyqr1qllRfulOtUZMsQxbb+bgL5rBqtdrtdteE9a2qqsrOzp4xYwYA9OnTZ9OmTb169erbty8AmEym3NzckpKSyZMnA4DZbI6Pj69TuX43hg8fPnr0aEEQli1bpihKenq6yWTKzs5WFIUkSb1e7xu5FEVR1MUXjSZId6KkvG9YMBZYZjTJC78XDh0cjrVqIjt4YMSq7089MyYySNUhpluBYV4fjyBmWCrDtOpwXced6mzatKmkpAQhRFHUnDlz6hz1OcY2ZjwYEHoH5Pfy/2kZF0u0+LHA4HhPo3KmGpNkqZQ72Us9Ice11817jKxkuOAL4BKkchduE0SQFYQVnLFv6a0bpyL0EWwf/94Fru5PmuZK7q8orAWbkZyDFD06RRQI4xzJ+lVNucQDDOfovjd539wkywrePjnVLoViSHemDhTAAANAstUOvIh1yEy3nYIO8drr2vCSUmzlzKaGl08IQxEhqpNlbj9qGVQq1cqVK2uXPPnkk74PFEX5EkzwPB8dHf3uu+9aLJaIiIjly5f7zGhnzZp14403VldXh4WFEQQBACaT6abb5/urb52LRBNjqfIqslJHUer1im5OCtf6IX4bJ8pbz1TfObtfS0/slRy0+vfc5msZysrKWJat8XqgKKrGNebLL78EgNLS0sLCwu3btzMMc/hM7qDkuNDQ0JqIHuHh4dXV1QBgsVgIgvCpGACAYZjaJp31m2q6VxRFqVQqlUqVnJzsM/D+6quvfEGt5s+fX9/SOz09PTQ0NDw8vKSkpLy8vF+/frXr107+Onv27M8///zxxx+vc8VqN6eAYvVyO3fuHD9+vO8fEhsbO3v2bK/Xe9kOd2F8Qr/avehkhGkph1uQZaX2ElSSZJdHqL2qHDx48NatW+fNmwcAgiAsXbo0JibGZrPp9Xqr1erbday9oxgSElJaWmo2m0VRLCsr69mzZ53KdWAYRqvVAkBaWlpeXl5QUNDEiRNDQ0OdTqfPEaOwsNBXUxQvGkBVujwAwIsSQwZmAo1SYuczy92jJrYy8ZNaRcREaDeeqb5jQIh/O9Y6AsO8Pi5e4ESp2sN1WC3DqVOnqqqq7rrrLgA4ePDg3r17U1NTVSoVhmEOh0Or1aakpNA07XQ6MQwrKChISEggCMJms5WVlSUmJh49mz8oOc5isZSXl/fu3ftKsqQH8AtZjj0lngOJQa188BY6QJQgVCNxApvh2hpEC5Ue3Cko+mBACCwuucrDjgr5h6JI+Z4/++gmx7KDEWojoWOEaSZn/wHgopZB4gHhyG0x4BTPBLnqKLEFN+JdPeio5xWhEjdMkFyH3OUn2SAHwkEWAOmHKIcEisTxxiOUtSkIIUVCIoeQKhEAXPe+rLi91MQRzEN1VXsBmkNgbtHmIAAFFKVxOxtFAQyBW5CLbHyZk3dwUqSOCtVSZjXZdjtMBEEsWbJk3rx5cXFxv//++4kTJ3zb1wCgVqtrJ78EgG47KYkx0H1C2eOny/v3vWSL4OCR0ltTgml/PAT35jlCTSzLtDi4ZohJ5RLlvGou9sJ+qUql8rnA1CBJUs3WpcPhqJPSMjg42Ff/888/37VrV0xMjE+tUFJS4pN47SU3QkhRFACwWq11Mq2aTCbfOr/Bppq+i4MHD1qtVrvd7nQ6w8PDT506lZqa2r9//w0bNpw9e7aysvL06dOPPvooz/NLliz517/+VVxcrFKpwsPDHQ5HaWkpQRC16ycnJ9e0TNP02LFjN2zYUMevVVHOGyjm5uaOHz8eALKysnJycgAgMjKyO2sZuu0wvxJYEhsVrztyzDJ4wMUgKYeOlo1LMujoi4O6f//++/bt+/DDD8PDw0+cOHHXXXcZjcbly5cnJiZmZ2cvXLiwxh3Jx7hx45YuXZqRkVFeXq7RaGbOnFm7stPp/PHHH306izqEhISUlZXddNNNy5cv7927d0ZGxt133221Wk+fPr169WqLxTJ8+PCa0zGEGjO0DVDDpkxrQoyhdYYMPqJj9D+dquogWobAMK+PAh19FOzZs+f222/3fR46dCgArFmzZvLkyVqt9ocffpg/f/6OHTvS0tL27NnDcVz//v1Xrlw5ZsyYAwcO9OvX75NPPlmwYMHx48dPnz7du3fvFStW3HfffVf1bro7kszvrvy/UI2MUCujqtt5kSHJMDU6Wc6DDCoKM6txAkMuQap044KsmRe7UkXoAaCffsplW2sVsjdnkew8CFQ4AE6xTgAQvUhwqUWOAiwEgxJZAoWLdpWWscZqvNbEinfqSfMikDlFciie00ziV0LJ217rJ6zJQaiAK9mNj7+F265yuLxqlmh/jZjLy2EDbN4qLRl2q+L2ylV2Qq8muqtB95UT0DK0OSSOYoOYUourvns/AEiyklfqeHZzwRmL26ilNCqSxDG7W3C6BQpH03obZ6aYru+h97u6AcOw//3vf5s3b05PTzebzcuWLWvCN+/o2bwBPbupxd2qW3uMXP6Xxy32TwllGdzhEg4fLbWVOf6zyD/5cvOtnE7XyoA5Jh2dZ72oZYiKijp37lx4+EXn4ezs7JpIb2FhYUVFl7gH5+bmRkREnDhxYs+ePStWrPD9AHbt2lVSUtKExIODg30ZuWvIy8uLiIgAgAabavoWEhISBg8ebDAYfDu0cXFxa9euPXz4cE5Ojq/NBi29a6hfvzYDBw5cvnx5ZWVlg5fWarU+5UhQUBBCaOfOnSaTyRefr3vSnYf5lbBiRo+RH550OvmePYMAlIwzFdZy97f317VOuv/++202m8fjmTZtmm+APP3001ardebMmXAhJBsAJCUlJSUlFRYWzp8/X6PR0DT9wQcfmEym2pVlWfYFbfUxYsSIms+jRp2PVvXcc89Zrdbp06djGJaTkzN16tQ+ffoQBOHzZvJpKAIqhuaQVenVGq5I+WgyMulnKvzVnyskMMw7I5Ik+dwJv//+e4/H47M2bbDm1KlTjUbjkSNHNm/enJiYWFpamp2dffDU2X6JiYIgZGZm1nl9B2h/zjh3AiqvrYZuKQlGjMYUABShFWVFMTGUokChXeZE3XDT3QnqESyh92OH6yNzhbL7gCaiQhbKZRmRjKKIyFNpoiJeZNiemKqPJ2sejnZLAoZpJ7ir9rJBhcSFh6gsKHLRyzgjYaSLr9TKIgOYimQFAEAIGFOVp+pFzae/uZ56l88tYtRXFk+yGUiixPMiw1K+97IoAnvXkyjSgetHA2B4RIhYUkHFB/LytJKAlqE9uHdI6CdHy8In9qhvz3DkuIVVUQn9w8ZEauv4IFlt3Nlc2z0/55oZ/L9TYq6N09U9+cpgWXbijdMUABV5GWVhSo9o/166ExEfxBx6KPWZzfmff/OXpCgsic8ZEPzizFR9y60PGqTKLZKtfdnQNF5VKwDkzTff/OWXXw4cONC3IS+K4ooVK6ZOneo7qtPpYmNjt27d6tvALygo2Lhx44IFC5xOZ3BwsO/xKsvyunXrgoKCmpB4UFCQwWDYuXPnddddBwDFxcXbtm2bO3cuADTYVNO3YDKZavQgAPDZZ5/deuutZrN5w4YNvpI6lt4kSfpUA744I/Xr1+Hvf//7hx9+2OChQYMGbdmyJSEhISgoKCgoaNWqVf3792+6t12b7jzMr4RwHXX8kdQ3dxRvOVIEADf2NDw5p2eDD1W9Xq/XXzL5q2MWVENwcPCqVatomq6srPQNrtqVFUUZN27cZTtWU1+lUpEkWTtQnI+ALUNzyLfxakMDOwTNR60my+z85eu1C4Fh3hnxheseNmzYzJkzc3JyfvrpJwzDfK9Cu91euyZxwc+fpunRo0djGJaQkBDfI/67Nd/27dt3+vTpFovlKtxAgFrkufbraBGg9V7SavL8pNHIkAAgKco5K0RQIydGP40jP3jyXhaFy8NJGWGA04CDIgngtpjIqFcI4/kJJxP7P++5BxB3WLb/ouARgluDMJfgYhSFVYVUY7hywYyjSpZAEQGngf8ryPNzT0wtygDyYjtU2TG8zeMyyLLscHAoJpTLLQUCYykcWIboPRAubLuyz9/nXPSa542VxLAURLXH/7aLEdAytAcPjAj79kTl7n0FI4dH1Ta8PH226siJstk3J+sb2s026OlB/c0DU82Z2dWzVmfd0tv49k1xhD+ioRwudC7dU/L7WZtHkACAIbBxSYbHrg0fHNWwUVBmQUmflqS/qqioePDBB2vHVP/nP//py/kMAMXFxT/88MNDDz0EAJmZmUlJSa2/k3YhQkd99rdE+Bu4eFlN+dl8y6QiRb6VKTy8nGSq5fs9cuTIEydOzJkzJyUlRaVSHTlyJDU11Zfmysdzzz339NNPb926lSRJi8Uybdo0mqYHDx783XffPf744zqdrrS0dNKkSZ9++ul3P6+/fcbNjV33hRdeePrpp3/++We1Wm2322fNmuUrb7CpP/74o362y8ZITk7+6aefDAZDXl5eUVFR3759a1t6A0BaWtry5cszMjKOHz8+cuTIOvXT0tLqNKhSqUaOHPnxxx8DgM9QfNikG32HevToYTAYlixZ0qtXr+zs7MjIyJo6Ddqid3laOswD1KCh8FduiH7lBr+t3xiGWbRoUWNH62eybJr648JHQMXQHLALzmKtR4G28oluOYFh3hkZM2bMW2+9lZ2drdFoysrKgoKC0tLSvvnmm8jIyIKCggZPmTBhwmeffRYbG1tUVCTRGr1ef+7cuZycnNzc3IqKipr5WID2R0uG2/yqdcyzYjHs6BtCn2y3DAiKUIlwruYrb2cJ8z/JCyoGAECkie35BZf/olj5LaEbLDp+B1kQ+EhcnSp6fqH1F+8fwwFwAAAhQw+ng3EVKXl4+XQFdedU4aPv2ioq/sU7AcAwPD4K4qOQXuNdv1OyuTxLP2cfmQsEDgB4j2hMp5FtTrmsEo9u2IAoQBOg3bt3XXvtqMtXbEtOZ+ct++KnYeNG15SMTIpLDvWb6fK/P/rmzLmC1x9dEB5i8lebLcXqFe9ck320xN2zZ5BOS7k94tlzVo4TbxwfHxxUd4upPpwg/b4tNxiDH+9MupK8BqKsPPpL3rcnKgb0D+sZb1CrSQBwuYSz56zpx0pv7WdaNjWOrKc+9PAC2xIdnsVieffdd1955ZUGj8qyLAgCTdMA8OSTTy5ZsqS1d9MV2J5tW7Qh/+abLqpaZFnBEGrOy+LTr/868I9+NR4TPlwuV3Z2tizLcXFxdXZKLRaL2WzOz89HCEVHR//73/8eMWLE6NGjAaCkpITn+ZiYGISQy+WSEaZVXeZnmZ+fj2FYbUsEH3WaommaaEkUZZfLRRAETdMcxx0+fJim6dqW3gAgSZLD4ai5tdr1fT+qpjljqaz2cASODY4KAwCe5y0WS02s0+5MS4d5gM7OgbxiBSAtwhyI/tgEizfn/+GGobXibrSUUovr+MHCIw+m+rFXrSYwzOtT7nJnV1h1DN0n9KpNEZuDzWaTJKnGQpDneUmS6tso1SDLssvl0mq1PqE7HA61Wi3LMo7jXSZ7pU8DKMuyJEk8z/M873a7OY6Li4u72l1rlKPVa086P4jS+eepKynK6XLl3oSfKOzySwl/IVavl8qeYIPdoCiiG3kdUWTPXwplA68AAMgAFEBk4SzJdRwRJrbXBqHqe6X6LYTLopICfClCboRkjPAqLhU6S4kng+UCg1zKarU6giIEXnR5BKApCimqliRfa+W9CJLg5T0uTvP+s2J6Bv/5eowkyPtnURNHyJU27sNvlcOnEY4R/7iNHDu0rTvTphw6dAjHcY1Go1arWZalaZqiKII4H/yiwWfCqt1Haj6f2LP/7lsnpyTFN/+Kp0+fCswt2gkDQ6yfl3wg3/HfXcW/n6yIi9YOTjX3iNU3M6YUTeKTb0jYtbdgxheZWxb0bp1Fg6LAnNVnT9vFO2b1ociLu2FqNZnWL6RPctBv23Jnf3P2+zuS6vzYisurEyIbzpDUfEpLS/fu3Xvo0KHrr7/e55z89ddfnz17ds2aNaNHj/Ydmj59OsMw33//PUVRKSkpN998MwBs27Zt3759siz37Nlz9uzZV9iNjsaIWK2lyuvxSg4nd+SEJa/I4fGICECvoxPjDQNSzHWS5NVgqXCrCayOigEA1Gp1amrD09knnnjikUceGTBgAACcPXv24MGDDz/8sO9Q7WgOarU6u8hyWS1DTbqKOtRpqulG6lNzCk3TDVp64zheW3tSu35LrwUAFEXVV5R0T/wyzAME6GIkhbAb06uupIWKKm+SqaOElQ0M885LHX+rBmMV1QbDMF/qGZ/QfZ8DCSauOjGqtAPVpFcUGeJKHW9dglTqRH31U9pTxQAAuO46yT5tX5HlHKQOUFUdNjy0J4dmcO95v2+keARlccijWvl1OuoVRBqp0Ls8tq3gPYqpQujeK2WhSqrexBe+Iy8eRKhIEpE4gRNGwpfNjaQIA0lIooST/nFMbhqCxHkRpyZfiyfF4kmxwvqditUhnTjr3nlIOHSSoCmSwjleJFUd5RneuQhoGdoVisB25jpumZIQ0khiyyZACEaPiN64JfuR9bnv3dwCZVINHx0sO1runT61J4438JqhSHzShB7rfs38YH/pA9dcYhdk0rV4rZiXl7dmzRrf57CwsNGjR7tcrq+//vqDDz4AgK+//hoA5syZk56ePmvWrOzsbN8hDMOWLl366quv4jj+0UcfHT9+PCoqaufOnS+99BIAvPbaa13P0o8msHE99b9uzamyegf3Dx0xOEKnpWRZqaz2nMqs+nzNyXHXxiQlGOufmHGm6vb+Ldt4efPNN999992PP/6Y4ziGYZYsWeILKFWfVki8LWjM0jtAW9BBhB6g/UAIAk4Tl2NikuGf63OlK0jeXlhge3Zoh0gwAYFh3i0JCL1DYaLjrg1+8I+Kt5NNTWSfuzxlLtnuVQ0LujtFf6Mfu9ccEK6zhP77c5eDJvA/FQzjUKSWrP2ErJA5Tj081PTLhQKC6fF/7pPXgX2bZD9IGCdgQVMRGeqld6pZqgHNF4L2UTH4IDHMtf+E4vYiFcM8PEc6mkHdPtn98odEnwQ5v1SIDlU9eDue2Ny08QFqE9AytB+yAnd/nz1yeFQrVAw+EIJxY+O+/SHj9v7BI+O0LTqXl5SXfiuYPDmhQRWDDxxDo0fGvLIha8EQM1MrTaPTwxm0LXtL6fX63r17+z77NOgAMGLECLPZ3GDwId+hH3/8MTk5OT09HQBiYmJ27969aNGi5557LjMzMzc3Nysrq6qqqotpGQBAlhVJUv4+qzdNnR+PGIZCTKrrrlH1TTb9tDFbUZTkxEsciKptXFZO9fpbWrYIDwsLe+2115pTsxUSvypU7zuR+9bXtqOZoCjafomxD88KHjf4aneqs9JZhB7AbwRUDM3ArCFTwtRZOdbkxAa0vZfF4RIKS5wTkztK+KHAMO+GBITe0einm/R72f/K3BiLy61LNmHxSBwfMSfmLTXRmufSFXLOI7+V6zGqVZpGgsdTBP52nucaPTHFTKkw5JSUzZWsOXLHcI0Hp0wAgOhozKmTxW0dwbiGpAnKw7ufe1f938eIIf2IIf0AQP2fxwBAsTsBw5Cmlau2AAEtQ/vx7bEKhwLJDe1LNx+axIcNjnjkl3MHH0htkWPdzhybTk9dVsFhCmKD9PT2bNvk5Iv9JFpu1mUwGFJS6uZ6rGPvV/+Q0+mUZdnhcAAAwzATJkwoKCh45513Ro8eHRERMWjQoJZ2o+Pzw4nKQ6WeW29OJht6WAcHsbdMSfhuXWZkuFajPu9MywvS5q05r0yIrh360b+0QuLtT+YLKwo++D4xwdyzVyggVF1eemLu4pAZ1/d77wlofGxgCAHA1X+tdTw6hdAD+BGEkKIoXcZDu+14bWLUrG+yEuP1TejoG+Pgn0UPjAjzV06iKycwzOuDAQIAf0TWvvq4Bfm74xVBLDG1d1DNyA4IveOBQug4i6sAA9QnuNEJi6Qo1V5RlBQtjVd7kZPHWAIRuGBiUbkTuzP231dFxQAAnxZ7dSqqMRUDAOhogiOw/U7pT4f7znD6hFM+4FAQMN9VUL3Uci+VICrK78cr/5bSZ1hRXv3TRV7EyXaNHqJiKWtWvph+hhjUu3Y50jUcFD9AMwlMttuPl7cVDhsSceUhYJMSjJWcvD3H1qKz0otd5tBmmT+EhGmOFrlql+DtpWv0mT+MGTNmzJgxOp2upKRk165dt91227Rp0wYPHlyT1LArsXhr4YhrohpUMfgINrIpvUMOHSvzffV4pQ2bcyYn6O4b3vpoZJel3STeaopW/1by8dpRo3rFxps1WlajYaJjQ0Zdm2z7Zc+5t9c0cWJMkF7P0j1MDWcQ7M50fKEH8C9mlulhMtCBFcjluDZONzRKvfdAcUtPzMm1lpW6Hh8V0Ra9ah2BYV4fo4qJMehiDH5OFt7+KApcv+LUsqOV/29L4WMbcmvKA0LvgAw0zJYVicJ0Nl5ssILFLWVUIlq+Jpq+w+IMDqUmzI5aOdz4ZAz9tzwbUBijI9twEtgElYJcxivaxmetPmgcC1aRJEWuKOZ3VwtBLBGqpsxapkDCNlqlLXaZCzcf7tO3/omcm3NyksPV3tl/CYbiPmxq9higFQRsGdqJrApvlUeKDm+Zm0ODIAQ9Ek0//FU1NqFR04D6lLtFsnl2WTRDlLkueep5uBaP9mPHji1evLjm61133dVgNbvd/uuvv/bq1cv3dciQIbt27frPf/6j1Wrz8/NfeOGF2NjYZcuWnTx5sqqqSq1Wb9q0qeNnvmw+Zyu81V4pJuIyv4q+yabvfzk7ZkRU1jnr3v2Fdw8MefmGtvUQa4XE25kzT78/oF8UdWn8YYLA01Kj/3htVeyiGVgjcdRpHO9t7tCBxK8WHV/oAfwLJsvmgCFo8/jsb4nD3j9x7K/y/v2aG2GhrNy9Y0/Bxvm9tK2yiG4jAsO8PhhCEfqusGNZ6uBzq7i75vaz2bgfN2W9dWOcrzwg9A6IIHtF2eMBotqNG+qFrrbxgoeLuCP6DQMVAQAjg89PoQ1UeBTb74T1JwE8nOSi8fZ2hCnk5P/meoMaiUpeHw2Ja2pFWCAQ6C+4BleJMu1yi4JIXJrkCGEYFh2mWB2c00kzlKIoqF0MjWgMPBDwIvQzAS1DO7H2VFVinN5fuWwTYnU/bzj73rT45tsThagI3sZdvh4A5xXDgi+JXWxsoUef2Wxet25d/fKEhATf0UceecRXsnTpUp7njUaj7xAAPPbYYx6Px+Vy+eIvxMXFLVmyxGq1ms1mAHC73S3qSQfnTLknLJi97K/CqKc9HnH19xkGCn3xt8RxiS3QLrWOlkq8nXFlF4KXNwY1MC9UaxiVhrUdOWMc3q/9O9ap6eBCD+B3AhJvPnoG33hXrxtWnnI5+WuGRlx21ns2x7rrj/xP/5Y4KKpjLV8DQu/CmDWklsb2Hiyy2/lrYi/uXgSE3gFJ1l3/Z9UXXtmuyHobV6GnL9kXqXZT15ju9qkY6sDiBgQEKLy/FhTNxyMp/8vzaBlS7Y/QjCRF5Awb6Plti/bSLSGSIdw5hdTtk72b97rLqhRJVOnVDE229f2KgkQM6xD5hrsSnUPLoCjg5bhWq5hkWQYAL8e7vc1aZjcIgWMU2fos0wcKnc10WGgORgPDSVDhFkLUze3SoCjNymPNSsdlKXMOTouuXVJSadWqwhqr3zqsXvH745WnLB4jS0xOJgfXmoqxLFs7eSFFUT4VAwA0lhOhk+IVZBxv1oOTItB7N8ZM6WVsH9/RtpC4HxGq7BTbaBIvmib4ypb5EwWADi/0AH4nIPEWER/EHHwwdc7qrNU/ZgwbGtEjuuFtg8oqz8FDJU6r5/d7+qSGd7jVXUDoXRgcQ9sX9nl/X5nRTD808mJK6YDQOyAUxg4wztpR/t6I4HsPVP+fnrqYbkJSFKegxKgGNHgihvAbI16s5M/RWHs/Xn4s4xGO+0XFAAAaCi9Ra84mJ/XNOkszF9cyCBBD4+6VPzFzpoiZueKhU14ZPNVOjCAUAEUQCYbSsKR/DRwUReEEiUIgbDtIjh3qx5a7OZ1Dy/Cfj1efzsm/wkZefv+LKzkdIfTAHdMH9e3ZutOL7UKPHpdJbtwidGqyxM43X8swKk7ncPKWCrc5uKmFenml22blRsdf4qAYG+bntA6/Z9nuWH02KkJrDFZxVfzyL86M7aH7ZGYi2bwld2NwHJednQ0AJElGRkZeViXhcDgwDFOrzz+pPR6Px+MJCgpq+qwa3G53bm5uzdfIyMgmwls2SISestsvb8rI8ZIsKzf2MrZbKBy/S9y/sFGhbru7scB1LodXFRuYUbWYDi70AH4nIPGWYmSJjXf12pBR/czmgt1/FPaI1ZmC1SqWIAjM6eRtDr4g1+ryCE9dF7noml7Ulb3O2oiA0Ls20Qb635PrOlQGhN4x6a2fcKj6aw0RpMfjrXym4YI5g1MQw5l+LN5AoJAyLvOkbYOocEYyxsaX6qn2m+oUcspeuxiurefd0VoQgJoiNs+fE//4v0gKr51sgmEoMgR3/rydJHHKqPZ4Bfapu/HEaABABi3/1Ub7LzvVDEFQ/lnDKrLi9gooLJhfvwtP6RnQMviRzhESRu4QCbcU5Qq6UebkVWzrTSHqo1GRJQ6h+fVJHL12Q/SuPQWiKDdWR5TknbvzX7ohmiYu+WFk5pe0mHsr2AAAIABJREFUvqP1OFvhvf2bsxPG9xg/Nm5QqnnEkMg5s/ocswlPbGgg0myLyMvL+/TTT7Ozs48dO7ZkyZKtW7c2Xf/w4cPHjh2r+VpeXv7XX381/3J//fXX6tWrsy9gt9tb2uHBUZoqO+d0XUaOOXm2UQn69owE71+J+x063KROjCopasA2p8JiUxhK27dH+/eqs9PBhR7A7wQk3jqm9DIe+2fqznt6z4hWGWyuisyKc8dK6QrnSDX6bEaPwmcGPXJteMdUMUBA6N2SgNA7JgymuSNmRbxqWLJ2gou/OOsWJYUlLgaotvJFh6u+y3Mf9UqONQX/PGXbnOHYtqv8gy/y5v9Z9TUnuRpq2//8Ws6paZzw60xURxOFQJbcfrOXk+ocwglcr2NULMkwlIalPG9+gkwGLMKMVCy9cAZ+TX+Xm/NwgsA1FDtTAa+bt3sEh5tvbOEmCpIoijwn2t2C1epS0nqrXnsIAPCURD/eYIDOYcvw1MLbr8Rjwi9coccES+CiWHcUXQmCIKuplimJ5g82b8uxb9ySM2FcHEPXFT3Hi79tyxsSyt4zpG7c2r7xUVfU10v5987ClH4hkWEXbb0IHBt3Xeznq08+Nzay+dYZDZKcnHzTTTcBwMyZM5988snx48e73W5ZljUaDQBYLBaNRiNJUl5eni+fhQ+32+1yuUJDQ/V6va9+cXGxKIp9+vQBAI/Hc/z4ca1W6/tam379+vku56N+zeLi4ry8vOTkZJ+JBMdxJ0+eDAoKiouLAwAKRwuGmLcfLhk7utFojqIkHzlS8umtCVfyb2kp/pV4W9D33cf/nPL/VCraUCs6g8PuOXaiMPWLl5rIZBmgMTq+0AP4l4DEr4SkEPaxEPby9ToYAaF3QwJC77CoCAMAEIiSa/lfqUk8z5ouyF4SY7yy87vCh2jKxtuM98R/f1v0e1oiBEP4ltJ/F7r37Sr/8GDVl4maUcFUQm/dDSqirZJnibJyzCFG6xj/NuszZ1iXNuj+b9axDNnYxE2QFSItGdEX7cHpv01wHTrpdXKkmqm/ZnC7eTEmnP77NOGXXe6jp9Uqqo53G+/l3TJSvDzCMPaVRXhiDNKoAECz5j+I6Bzr4s5C57BlQAhYhlZd1b8rUTEAQLiOdLoaTlcjSnJOnu3PY2V//Fmc/ld5RZWnOQ3a3UKkrsUuGJ/MTJgSp/nm+9OHj5XZLgSDtNm4I8ctX6/JmBit/vK2nvXH+bGsK3VXqc3uXGePuLqPQoYmYsI0B/OdV9i4LMuSJLnd7i1btviyUaSnpx86dMh39OOPPz59+vTTTz+dnp5eo+C0Wq2vv/46hmF5eXlbt25NT09fvHhxUVFRTk7Oe++953Q6X3/9dYTQmTNnPv/88wYv56N+zVOnTn311VcURb399tvFxcVWq/WVV15xu90HDhxYtWqVr4Vnr4+qtjhPnKpo5HaUbTvzR8dp2yHiY238K/G2wDC0T/8vXvzzaN7RY/kFueUFeeXHThTsO5DV693HQyYOa/pcFy90DPOojkXHF3oA/5KenS/KjZq2BeiSBIZ5g/CS1IVfCQGhd3Bi1YPcXtbiOb8TyRC4ivRsKfvPKftv3+Y/oKHdJMJj1dcAgJlOYHEdjaknhj07OeL1YUHzFQU769qcbv+/VblzKrhzbdRDhCEFELRBYDAdhecAyY0Z6vY2bNUriTLHi+yTlySqwxKitd+8yTxwG6qXFYL3CgJNq15aRAzoxTw2Two2eOq1zCkY8/jf6dsm0vfMINJ6oQu5lhBFQuCd6FcCOpt2Is5IFzjqxp5UZOXwX5ZDR8tMQWxYiIqi8Eqr5/BfFpYixoyIighrNLKLJMkOlxCmbbGWAcfQf6bEzhsYsuyPkvUbzla5BAAwqoiJSYb/LujVWKiqAUmxLb1QE8iK0uCTCiE/uMbs27fPbrdLklReXj5q1KgG66Slpc2dO9f3uaqq6l//+tcrr7xiNBorKyt9haNGjbr++usB4NVXX+U47t57742Ojq6oqHjnnXfqNLV9+/aioiLf53nz5tWpabFYgoKCBgwYkJCQwPP82rVr58+fn5iYCACvv/662+1WqVR6Bt90V++Jq05VVrmHDopQ1coPVF7p3rO3MFFLfDyjldFAWo1/Jd5GmCdfMybz++LVW6r2nlAkST88pddt42mzsemzCmyOIqtDTZMpYc3NSNdN6BRCD+BHCDV7tKhsQGQogXWO/YZW4PV6MzMz7XZ7fHx8ZGTkFbbmcDi02uZGcXY4HCzLEpfujGVkZKhUqpiYusZrdrtdp2vADdvvBIZ5fRwcf7K0wqxR9TC11Vbw1SUg9A6OjgydHbN8Q+lLWd5cs0rS0USUDit17Tls3WdQCxqSyKjAbwqdV/sUCmPjVEM1RHCue4+kBCkg99YN0hBtFYADB9DhIEjQQhPqy4MQqEj88JxbRuxPF3iRvDTUgihILo/A3HMrqp9rliTw6FBBukQpIMuK2yuo/vuwrz5SMcxzC90Pv8le6rFOIIX/eoNq6ePo0pTn0sls19Nvsw/OJieO8OM9dmcCWoZ2YnJP/Qt/lPbve3FhI0ny+t/OiaJ82/Rko75WPBUFMnOq1/+Wfe3QqL7JDUcizCtypEaqWLKVwz0lTLXy1gQA4CUFAC7rQXrozLnByfGtu1Z9hkZp8grsRsMllldeTiwocw2+4qRfI0eOXLBgge/zE088MWnSpNpHffYL0dEXM2j88ssvKSkpubm5RuPF1WlNAEgMwxRFWbNmDcuyBoMBqzcXHzdu3KxZs3yfKyoq6tS87rrrXC7XG2+8QVHUPffcU1paWjPNNZvNFRUVvrlmgok59FDqS1sLP/32ZJRZrdJQiqJUVno8XvH5sVH3Dgttn7wStfGvxNsO0qCJvX9G7P0zmn+Km+MBgPOr+1LXoLMIPYC/cAsiAIiS3FW1DPv371+6dOmAAQOMRuNnn30WHR29ePHiBkPGNk1mZmZsbCxN0wsWLFizZk1zTrFardOmTbv77rvnz59fU/jzzz//+uuvc+fOra9lmDlz5saNG3HcP8HbmyAwzOvjFUUA8Hbdl0JA6B0fPRU2O+b9M/btB6u+LHGWkRjJSxCmEfUU6eBFDJhNpa+q8eBhpr8HURefHsFUj7mxq9qnh5KCkKJAG+ST1DPkeqt3yANzvO9+SdbaPHV7BV5BzP+7kxwzuMET8b6JsiTLkozhGADIsuxyC9TNY/DkuIt1YsKRRuX08gSGGOr8A5alSanY4nltherFf9R2sBUzcwkced5fHdAy+IuAlqGdmJBkuPuHbE6Q6As5YLbuzicIbNoNPbA6i0gESQlGc4jq23WZOi0ZHdHAzklBvv22vqYr71UzI1T59/309HUR4z8+FRWp/f/snXd4FFXXwM+Une3JpvcOgQBBuoCA9A5SFEVFBV8RRHgRsKFiVEDgFSuCIn4CCiqgFFGqdEGQQEhCSG+bbMomm832nfr9MbAsyaYQkxA283t4eDZz78y9u+fcmTvnnnuOr/fNTa0Mw546q362l3/Q3e8BqQcEQVAUlUgker0eACiKUqvVAOBsLHjmmWf69+//7rvv1o65wLN3796pU6dGR0fbbLaEhIR6mqtd86+//urbt++ECRMyMzP37NkTHR2dnp7es2dPACgsLAwMvB0cWCXBP5kYuWpM+F/5huJqEkeRWL/gPqGK1rcv8AgzknaIIPT2Boogbrx1iGXZlStXbt68OTj4Zs75d95559ChQ+PHj7/bS23cuHHp0qXO5ukGOXjw4AsvvPD77787WxmSkpJefvnl7t1dpGT/5ptvWsHEAMIwb5cIQr8vQADt7DGis8eIKlJNclYA2Ff0OsVafaRYqKed49IrSepiJTIu6O3W7xvJcjaW822ZoLYEhkjF+B8xnSdbbCATAQBNMTaaZb08FV+8gUjqzmqBoXjvOPJahkRGAIDJQuGThoqfnXxHHQSRfriIuZ5j+/JnCXEr8RwCChlRfS2TvpqO97odo40rKEGBQ/DWuBW3EwQrQyuhILAxsarkVG3fnoEAUFxqVmtMz83oUtPEcAuVh3j0kIg/z6mfeTSuRh2ThcrOq5oxuc54gc1OUlZhj47N1lz3IPmmKdEv7s3s1MHHz09mtTHp6dr+oYqVo+9iDlcXZ8+eraysZFnWYrE8+OCDOI5369Zt165dVVVVGo3GkbTSGRRF58yZ8+23344cObJ2ad++fX/44YcOHToYDAaz2VxYWFh7GaqumtHR0Z988kn37t2zsrIef/zxqKioNWvWJCUllZeXDxo0iCBqmlRkInRUx9semxaKLa4mRRgSpBTVyPrR0jSvxAXuCwShtzfc2MQAAGVlZTKZzGFiAIAZM2bk5d3ct1xYWHjp0iWCIAYNGuRwXktLS3OYm2mazsnJ6dSpU1ZWVnV1dWpqKm8FoGn69OnTJpOpZ8+edT0LAODw4cObN29OTU1NSkrq0aMHAGRlZZWVlWVnZ6tUqvDw8OvXr3fs2PH06dPdunULCgoym28HitdqtefOncMwrE+fPs79z8/PT0pKQhBkwIAB/v7+TftZhGHeDhGEfn/hRdycDD8d+e3hkg9uVGSIUDTGGzFTtEp0bwJ5shyI8RZc9fIU45dMlOSRiZMPH6ExlEFQ8XOPSMc8BKIG3lKJx8daLqeJOQ5BEJblRBOHAFZztoyFB2HhQeRPh0mLhWU5sVTEe7RJMKB+P+NsZRBNG2E+ch6XYZaETdI3n3eONynQNAQrQ+uxZmxEny+Su3b2lUnxa2nlfXsE4vW+OkaFe/ydiKo1pojQO9wZLieWzOkTENysy/710y36325nrcH0eJ/+4cptidqUclOIFF82Jcr57brJxMbGbt26tcZBgiBWr15dWVnp7e1dY7Fo6NCh/IeoqKiXXnqJv4JzheXLlwNA586dSZL08PAgSdJ5k22/fv369budVrdHjx41aqIounLlysrKyhkzZvBNr1ixQq/Xy+VyUb3BRA9lVK05XXK1yKhSECwHJgs1KNrjnWEhD4Y3dkvwv6TZJS7Q9hGE3t5wb1+GgIAAiqKOHTs2atQo/kh8fHx8fDwAHDhwYP/+/dOmTauurl68ePGSJUt4Q0BCQoJjQ4TJZFq3bt23336rVqtNJlNOTk5ISIjVal2xYsUDDzwglUqXL1/+8ssv9+/fv3bTV69ejYqKkslkkyZNOnDgAH9xtVptMBjy8vJCQ0PDw8NXrFgRGRkZEBDA2zUcTScmJn7++efTpk2jaXrx4sUvv/zykCFDAGD37t1nz54dO3YsSZILFy587733Onfu3ISfRRjm7RBB6Pcpcsx7eugnAHCkdE2F9QQHgKO389pkGc8m6n/0JWJNTEl/rzmB0k4t2hmGbUErA44g/grRmSFDwjCuV5SPbFi/2sYCl2CdItHYSDJfLZYSCIpw1prx7243MXqAaet+RCKmOFDKCQBAMJStvCMDPVdagSAIggD511X2hfdln72GerVGuBw3RrAytB6RXuJZvfxO/aUeMyJKXWwc8mDDJsnoCJW62OhsZSgoNhYUVr/xaI+W7GlNMtWlXSKb+SkV4kksH95KTz4URf38mh7qTyKRSCQSAKjtfdBgTQzDaiw6qVT12VPsNDvnl9xzamOf3kFzR0ThGAoAdorJztU/8n3GnN7+K8eEt8I2ipaQuEAbRxB6e8ONTQwAgKLoZ599tmbNmi+//JK3CA8aNEgikVRWVm7fvn3Hjh1isRgAhg0btmTJkh07dtQOu8MzfPjwAwcOPPLII2FhYeXl5S+88EJUVBQAdOjQ4bvvvnNpZdi7d+/EiRMBYODAgevXr+cD/Q4fPvzkyZPjxo3jzQparXb+/Pk1HOhoml67du2mTZt8fHwAYMCAAUuXLuWtDPv37//uu+9487Snp+fx48ebZmUQhnk7RBD6/U5/7+d2qM8oCUpP3kwXcqbiqwzDfgS1lxmzQxTsXk2yJxEWJO6Go9J4zwkqUXD9F7xbRChCAGeiWEVT48E1CI4gChlxZuTwXhESNcld0ZF2hpsRWPd2iVuIn55ge28TwXGsnUQD69xLjuAYAggxvC+TXWQqKhWLcYuVlkwZdrsGy9l/+IMlKWTcIFxdSl+5Qe0+Jp47vVm+XbvFPWM+tVnWjYtQ0MzFK6U2O6uQNZwa01NJGMyk40+DkTx5suDHJzpIEddJMVuIqCAhGn9rwHEwa1d2qoF6bErnjlFe+C1TrliEde3k8/j0Lnsyq9852hopqQSJt0MEobc37lHUl9YjPDx848aN33333YMPPnj27Nlp06alpqZevnx5yJAhvIkBAIKCgjw8PEpLSxtzwYCAAN7EwJ9YVVVVu47RaExNTe3bty8AoCg6dOjQ48eP165GEMTw4cNrHMzIyIiKiuJNDHwT27Zt4z//8MMPIpGotLT08uXLJ0+eNBgM0CSEYd4OEYR+v+NJBA71W6y3E9dNh34uWniw5L0M0/5obwiSi8MUiK+U6OyDKCUFWmZ/MbVrZ+F/ruh/bd4OYAi8HCHRW0iyJVO+KglMQ3ML0s3rC6znjOyJKtraiObw7rEcjpurLRzF2D7+vq5qHM0AAEcxslULmdBAY5WZeGaSc1xJ++4jdFouFuAjmT9DNLwfJiWY9Nxm+V7tGcGXoVURYcgvT8cO2JTKcRzDcVhDwa4phhPdirairbQc/+lE/5JDG17Xb0RRm802derUZ599tq4VmGakpFIfHdzEXaACjWdXckVimXXq5FjclauYVIKNGx2z5Ze0qV29+WQcVqtVo9HExMQ46pSXlwOAyy27drvdYrFIJBKr1erYh1wXgsTbIYLQBdwJjuM4jkNR1MvLa8SIESNGjDh9+vSaNWvGjRvnnFEIADw9PfV6vXMEBLiVkKgGvKsaD4IgLuscOnTIZrM5kiUzDJOSkjJ58uQa1Tw8PGo/uysqKhwmBh7H3rrt27efOXMmPDyct3SUlJTU893rQRjm7RBB6G5AF4/RgZLOZyo2aaypZjw1SiXBEEROgBwwAEAQUBKYksAAwEfCJeq+qSILhvv9F0Ga7QUhXIJO9ieO6mhfecNLpE0DAQiQ37T/WmkWZ1hpY+JNooh0ySz7nmOQnEWdvSJ56XEXaS8BsCA/QFH6/DV4eabsnblMTpHooTu8wvFuHfHwAPF/n7b/3177vhMyucRWVNYcX6tdI/gytDb+CtGF+d1kErxSZ22wckWlRaWSAAfpWbrDO/+MTvpmxZKX9uzZs2vXrm3btl27dm3Tpk2t0GcvpYugiQLNzsqTmgf7hbg0MfBIJVjvnkErTxbzf2ZnZz///PM6nc5RYc2aNTt37nR5bkFBwYkTJ7RabWpqaoM9ESTeDhGE3u64+5yO9xHHjh3jA+s46NWrl06n8/f3Ly4udj6uVqtrmBgAoKysifPL/fv3b9myZectfv75Z4qiCgtr+qC5TKjp5+dXo28///wzb6c4d+7cN998s2LFihdffNHZsny3CMO8HSII3T3wJsKnBH84Ieh9jlPgdd+9RSgS7Q0FliO7i185V/FNsv4gzdYZreCuGOSF22jaTrO1ixjgLBTDQLN5OphJeqh3Y80Z+IAH5OuXIRIRgqKcrrp2Ba7ahMVFcxzHmizWlZtRf58aJgYAYCv1xFMT8Adi0agQRIQzJI0ENEMuv3ZOi1gZOI6r1BsKNGUFmrKqaqNb7/1sCv4K0dw+fmkZlfVXo2g2M08vk+B79mcUZVQ8XHHo9aWLe/XqxZd6eXmtWrXql19+sVobtlb8S6x2suFKAv+Oomqy3Ey6TFzqTKcOqlPZeuqWF9nDDz986NAh/nN5eblz0Aer1Xrx4sW0tDTn0wMCAh544IEGO+NmEqcoqrraxYNHwBk3E7pAw7j1s7lPnz5JSUmZmZmOI0eOHOnRo8egQYOuXr3q8AU4ffp0UFAQf+fEcdxhtHWEgYS63RZqk5aWJpfLa9gsJkyYsH///sac3rlz55KSEsdNOyUl5dSpUxiGmUwmX19f3jDBsuyBAwcaczWXCMO8HSII3Z3wFAXQjIv3fGcwBIlSoThxvZj86Yphw89FCxm2GXRAhiJzQiTlFtJEMhyAhWb0dtpAMuVme7HeRrBMcbWdYpvhsUKznJVkBnrenbu9/H9LiUeGopEuYlJYXv/ENPsd8cTBCIZx17PJA6ecSzmb3fLWBvLj7+2f72RSskSjBsg/fZ328xbPnvJvvoUANPuOCYvNvufImX+S02VSiUIm4Tgwmi0kRQ/q3W3qyEG4kIP0FksGB3/7SVK3OF9fb2lddS4klnAMl5Om/XBE6PAQ5In9hTUiRcnl8nXr1lEUJZVKAcBisaxZsyYjI4PjuKFDh86bNw9F0RUrVowZM+abb74xGo2dOnV6++23ZTIZADAM89lnn506dUqlUg0cOJBPjjB69GjX12k+nyuBusiutPqppA0uLooJXCYRlRrJMJUYADp06OCYRh86dGjs2LHnz58HAJPJtHbt2kmTJmVkZFy+fPmZZ57h6xQUFKSkpEyf3kA8G7eReEFBwRdffBEQEAAAhYWFs2fPVkVEA0CDm5XaIW4jdIFGgqIIy3JYy++5uyd4e3uvWLHijTfe6NChg6+vb0FBAQCsWrVKKpW+++67b775ZlhYGMMw1dXV7733Hn/K/Pnz58+fHx8fr9Fo+vTpw58CAFFRUZ988sn48eMbbHTv3r2TJk2qcXDs2LFPP/30ggULGjwdRdHVq1cnJCTExMQwDKPRaD744AMA6NOnz+7du5ctW8aHkBg7duzWrVv/+uuvhx566K5+ExCGuStEKOr43y0RhO5OpFT/LhczDS4SIwh4iwkQAwDk6tU5lguxiof/feu9PHAFjv6gseVb7KFiPFqKVlFsXz+ijxKTYMgJHbWrzE5giL/8XyW+NFJMb0+R8i4vgXWOwjpHuSxCw4MQjZY5eYljGBxw8pdjhCPuI8dZ3/8aTc+VyYlqvRXx8wIANCpEviWh6V9A4BbNbGX4dNsvMWFBa5a+IJfd3r6oN5r2HD79ze7f58+suTWx3eKvEG16JHrhwZyJ4zr4eElqV7iaqs3O1B2d06VfmBwALl++HBMT45xGkadPn9uRS5YtWzZ27Nj333+fZdkvvvhiw4YNixYtOnXqlIeHx7fffoth2Ndff71161Y+ZeP69esZhtm7dy+GYQcPHvz888+nTp1a13WefGZ2S/0QArdgucb6LyPAOQfEiY2NzcjI6NSpU3FxsSNnm91unzt3blhYWEVFxeeff363naln18Z9BMMwCQkJK1euDAkJAQCr1bpgwYIvN26UinAfWZ3WvXaLewhdoPGEyeVKhVTkvnIfOHDgrl27CgsLTSZTYGCgI2BNly5dtm7dqtFoAMDZ72Dw4MH9+vXTaDQBAQEymWzOnDn88Zdffjk/Pz8gIMBxgwUAlUr17bff1mjxrbfeqt0NDw8P3vuANxnw/PLLL851HK4THTp02L59u1qtFovFgYGB/EGRSPTxxx+XlJSQJBkeHo4gyIgRIxwBLO8KYZjXRiWVdAnwkREttdv8niMI3W3Qk8Up1fs6NhBZqyZeEjpFv79ZrAwAECtD3+8gYzmone9suLdomLfoNy15tpr0kTWQlK0uTBRjI5mJIc05SZMsfsrySgmu1bEyCY3jnN7EGS2IUsbqqu1f/gQ3cuVyMcdxHHCoj4qz2BCZBGgGhKXxf01zWhnUJeUMwzw+fliN4yqlYs708W+s/8ZgMnso2uL2MJvNtmrVqqeffrpTp9v5ZjMzM7///vu33nrLOeATD03Tu3btevLJJ++2lZ9++um5557j/3y0uw/Fcot+y4zv6t+lk49CLgIAjoOSMvO1a2Wslbz0cnyk181phNlsrhEUqgZpaWkIgvAhplAUXbBgwaOPPjp37lyO415++WUMwwBg0qRJK1eu5Hty+vRp3sQAABMnTjx69Gg91xn7yHRfVQOe/AL/kkiVWKu3NViNpBmznQlS3p4PjRs3btu2bRzHOSc24zhu165dUqlUpVI1IT6o2Wb3hfte4v/880+vXr14EwMASKXSZcuW2W22IJXqxIkTFy5cYFm2Y8eOTzzxBACkpaXl5+cnJSXZbLaxY8fm5ubm5ubiOL5s2TKCIJKTk/fs2UMQRHx8/COPPAIApaWl58+fv3z58pQpU2w22+HDh0UiUe/evR1h3s6cOeN8UK1W//PPP/n5+TabLTAw0PEC03ZwD6ELNB47SQYSbp4MHMfx6Ohol0W1YzEAgFgsdmSRcICiaF0XaQlQFI2IiKh9PCgoyPFZLm/iVEoY5i7xkDTFZHO/IAjdPeA49qDmXT8ZJULv7t0NRcHIGI10uRJvtiCgdaVURwCCxCgA07TLGkjGYqdfiZD4E83pcIrIpLJ1r5jmrBBjACxDBfkgShkAWBauEdntUjkBCCAIgmCY7bMf7EcvoDIJIpcptn0AtRZ3Be6K5vz5qgymkABfl0UoigT5eVcZTG3TykBRVGJiokQicV6I+PXXXxMTEymKqm1lYFk2MTHxbq0MGIbVmL7M7OE7MEL5/p9Fu369gaKohECrzVSISjK3r9+8/oGEU2xVlUplNBrruXhmZmbPnj0df+I4Hh4ezq/JOPovk8nsdjsAlJaWhoWFEcRtQ2OPHj3quY7dbAAQki23LNE+EiWBasrMwQH1jZGcvOoHI5Ri/LbhwNvbW6/XHzp06D//+Y9DSfbu3Tt16tTo6GibzZaQkHC3nfH2cBGh974jLy/P2W4IAHymep1Od/r0ad5NetWqVRUVFb6+vpWVlceOHfvoo49QFH3iiScWL1789NNPHzt27NSpU7169frxxx9XrlyJYdjmzZuTk5O7d+9uNpt37ty5ceNGo9H4/fffr1q1CkGQb7755vz58wMHDszJyTlx4oTzQZVKtW/fvi1bthAEsWHDhrS0NL4zbQf3ELpA4xEk3g4Wk+V/AAAgAElEQVQRhN4OEYTuHhRYEu1QEiq76xc3MYoiWMFu9UI57utFRI70X4IiLbhKX2ZnkbqMEPViZ1iDlXozShoiaX7vG8RTIX31OduH38rEOGkjb7oqMKwYR/mQN5SdBhSxH70ALMfZKLxvDG9iYCv15PYDSHCA+NFRILgF3SXN+Xt5eyrVpVqXRSzLasorvTzarjE1NDS0tLSUfwkHAIqiysrKQkND+T85jrt69eqhQ4dyc2tmT61dlJ+fz39gGMZx0GQy6fX62oskEV7ibx+NKXmrz9WF8Yee7Zz7eq/Uxd0XPRRE3Jm+JSAgwHFZZ3799Vf+uMVicaS84iEIgqIol+vYLMvWOO6wRLi8TolWBwItzxsPB1+6VMzVHTuHpJnEKyVvDKm5BPfQQw9ptVql8vb46tu37w8//LBz586tW7eazebaEc7rR1PhIg/8fQeO47U3GQGAl5fXW2+9lZmZefTo0ezsbEe8tyFDhmAYhiBIaGjogAEDACAwMFCr1Z45c6ZTp05JSUmJiYnh4eFnz57l6w8cONDf3//EiROPPfYY/5R69NFHT5w4AQAuDw4dOpQ37XXs2FGrdX2rvIe4h9AFGo8g8XaIIPR2iCB0dwFtWkgpCY6FKXFPWaVEklVs+3Nf8Ru/Fi89Xr6+2NpwxrEmYG4gNqVrWI6rMFNPBYlbwsTAg/fvjkQGsyyLmSz2/9sLAHjfriRF86U2hsUH90JQFBWLsBA/6Vv/4Y/bN+2ijlygf/zD+ukPxulLzLNXMKnZLdRD96M5ZRka6CcliB8OHDeYzM7HK6qqN+/6PSY82EMhq/NkDpA7aMZ+NZahQ4eeOnWK/3zu3LlBgwY5it5+++0bN24oFIrvvvvOUaeuop07d/Lxq69duzZv3jyWZQFg9+7d2dnZn332mcumMRQJ8iDi/KVeUtdGysDAQAzDkpOTnQ+aTKaNGzf6+fkBQFhYWE5OjnNpbm6uw0pS+2pqtZrvGE96ejr/weV1HuwZ7/I6As3Lc739w2T46fNql4YGimaP/5k/vqNqWIwnfyQ+Pn7WrFkAMHr06NWrVwNAcHDw4sWLAaBHjx6vvfbaxIkT582bt379+tDQ0NjY2OnTp/P/N9iT6GC/5vxi94jQ0NAaynzy5Mm8vDy1Wr18+fL09HRvb+/evXs7Sh37nJ03PLMsazKZWJY1Go1Go1EikTj2Znt6egKAI/wqAEgkEpvNVtdBh/2u8SHrWxP3ELpA4xEk3g4RhN4OEYTuHhjoMhRt0hs8AAD4SAhPAg9TIgx+BRWl6JjDBzWvna/4P45r+jVdEi9HbRTL3uUkp8JC9lCgA1Qtu0NB8p9pVpKRiXH7gVOc3kg89wgpk+lK9dVGO4OLED8vjmZZO4WPHnj7lNdmI94eIhTok5eUBCoxmSzLP7eu3sKZWzzBnxvQzBajRc9MQ1Hknc++W7pm07ufb13x+dbFq79c/dUOfx/Vfx69Iz7zvuN/zX5zHf9v3ZafSZI88/sxx78PP9nCF+07/tfl9DwAuJKZz7Jcam6RjaQy1aXVZmthWWWZrrq8ylBYVmkwWzPVpXaSSsktYjnuSkY+APAnXs0sYBg2Na/ISlJZRWXVJkthWWWprlqrNxaUVhgttozCEpKiTVbbiBEjd/26FwD+Sc89duxYQHRnjuNu5Guqqg2+QaHjJz0S1anrE7OeO3z0WEFZJc2wGYUlBqNJ5R80c+ZMmX/YwoUL9+z/jQMI6dD51KnT1/OKzv11vlff/pevXivS6v5JvBIW1cFss5ustvTCEjtFX8suZDnuckYe3yIHkJRVSDNMWn6xxUbmFJdXGc3F2qqSSn1FtTFPo3129vMJ739QVlaenKPmOLiQkvH+++8PGTlWLpcnZRX06t0n8crVlLQbuZpyncG8fcdP0R062miOohmz1X6jQEPRdGpuMf+zyGSy0MiYvXv3JmUVUjT9x4kzJ0+dqjSYdAZTWEzs1aRriddScjXlZpv96//bHtely+mUHMfveTk9j+O4a9mFJEWnF2hMVnueRltRbdRU6Iu1uiqjOae43GIj0/KLaYZJyirkHCdm5LEcdy270E7R6YUlRostr0RboTeWVlYXOU60k9fzi2mGvZpVwAH8k54LAIkZ+RzHJeeoSYrOKCwxWmz5JVqt3liqqy4q1+mN5qyiMqudvJ5XTDPM1cwCuH1iHstyKTlq+60TC0ortHpjma5aXa7TmyxZ6lIrSaXmFTEsy594U9ky8lmOS8ktspNUprrUYLYWllWWVxnKdNWFZZXVJkumutRGUqm5RSzLXcm8rWwutbS8ylBeZSgoreC11EZSKblqhmVra+mN/OIfHo3EDZZ9B7OKS2+b6jiWyy2s3rMvI5qgP58UmZiR53wizTCpuUVWO5lVVKY3WdTllaWV1Vq9sVRvAkyUXljCIUhqXjHHcYkZ+Q5lu5pVQDPs9bwii43MLiqrMprV5Tpe2fJLKpKyC+vX0ut5xRabPbu4THdbS015JVqT1X6jQENSNK+lzl1NyiqgaCYtv9hss+cUl+sMpuKKKk2lvrLalKspv6WlzLXsQo7jnJUtKauQP9FktedqtDqDSVNRpamoqjSYcjTlZpv9Rr6Gopmk7MIaWir2Djx//sLfSWkmqy2vRFtYUrZ123ZELDt89PjgEWNGjh4r8w0qVKszCks5gKyiMl5nOA70JgtJ0+mFJRYbqTOYQsIjjRZbh67dH+jd10QyBWr19fximmFKKvUcgFjle+nSJV5Lf9r7W7du8ekFmpiOsYeOneC19ODhYx07x6nLKyma4bU0v6SCq1tL80srtHpDTS3NraWlmfksxyXnqG01tLTKoC6/Q0sZhq1bS0uqzRb+xItpuQWlFdVmS6a6xKWWXsnMZxjWoWzVJou6vLLslnrz91IbSSXnqFnujnFxW0tJ6k4tNeSXVhjM1vTCEjtFJeeoWZZLdFK2O7S0mD/xtpYaLbb0W8pWQ0uvZhXU0NIira6mltL1aSl/E76tpQb+RBuvbDW0FACctTRHU155p5aarPa0/GKKZpKyamrptexCimZu5Gt4La00mDSV+uKKKp3BVONe6jiR19LkHDVJ0zf4m3CJtqLaVFKpL9LqdEZzdnGZxWa/eUt0upfyN2H+XppeoLmSWZhfUlFRbSyp1PPKll3suJfWuAnnsSyXnKO2U1R6YYnBbOW1tLSyWl1eqTdZsorKGtRSx024hpZa7aQLLc3IZ1g2JVft0FL+RP6J76yltW/CvJbevAnfqaWOm7BLLWVY9qaWqkt5ZSvT1dBSOqW2lmbeVDar/Q4t1eqN+SVaZy11dRNmrucXW+w3n/jOWmq02NILS2prae2pgs5gKtbqNBV3aClJ0S60NLswNbf4Rr7GbLtDS3UGU65G66ylNW7CzlqaqymvrL5DS802x4kFLrSUqqmlxdqqGlrKTxVcaGlhiclqc9bSKqM5u6jMYiOv5xXVNVW4U0uNd2ipnUzNLXJMFWpoqfNUobzKUHrrie84kWFqThWctLTUYLbeqaXWxk4VTJa7mNCytya0d2jp7QltbS29UVDirKVZRWV6o7moXMfPhHkt5WfCdWgpW0NLSyurK/TGGlrquAm71NIqo5nXUn5Ca7La+XHhUkt5ZTPb7PyEtlhbW0tpZy29ckv0FMNkFZVZbe6ZubOaKsLRf/vVcAzxk4pVYtxfJorx5jLMuzfnPFpkTWmWHvJ0UeC9FKjOSjf+FAvNEhw3K7jFw6Ng8R3xAQ+YbRSCIhzLoj6eiu9Xex7ZJPvkVcWWBFHvLgAc6qVEJLd3lCOESDRpqJ3mxBICwzFCIvL0kCKJ1y1LPuKMZvuuI0DdxTe9h1jtlKaiSm8wl1cZNZVVVUZzrkZrsd++lzq/mPP/zv5x3PHP3qSEuMjZs2cGDRrc7F9GbzSZLTYEQRQyaX0uDAAAcCOn4MudB+a9OMtxJNxT7iFuvXi/RqNx6dKlmzdvXr58+SuvvCIWi9etW7dy5cq5c+euX79eqVRqNJqzZ8/m5uZWVVXhOJ6QkPDmm2+uX78eAGoUrV69miTJ5cuXf/TRR++8884TTzyRmJg4YcKEzZs3L1261HFW09i5c+f27dt79uwpEolSUlLGjh37wgsvOPY+pKWl8eH0aZpmGOaDDz7w9PScMWOGI3i1Xq9funQpHxbbYDAsW7ZMKpUqFIqKioquXbsGBgbOmDHD5XU8PDzujXtJu4Rhue1XtB+eKjaQrLcHAQDaKnuYikgYETq5y11GFm4qHMe5h8SzsrLWr1/fq1cvAEhNTZ0/f35cXFx+fv6nn37ao0cPnU5nNps9PT0XLVp09uxZo9HIJ6tbvnw57xuSkpKSlJQ0a9as9evXsyyrVCoLCwvfffddsVick5Nz6tSp559/HgA+/vhjAMBxXK/XL1++nN+mUeNgZmZmYmIi73ty9OhRgiCGDh16z34XV7iN0AV4bDRbaqRsFBvsSXiIXezCFSTeDhGE3g5xY6HzXoEsyzIMQ5IkSZIWi8Vut0dGRt7rrjU/BqpsZ+HcUA+bgmjOqApGkkHZ3hMCVjfjNa0MtzTTEuYhbqTiVVjIST7Yw15NTEtxd9C0/dc/7VsPAMNi8R1Qfx8kxE/8yDBEIeNsdvu2A6Jh/bDYmvF3GXWpfdMuSM9VygkABADMJEuarJydVHz3PhYW2Bo9/3dcvnwZwzCFQiGXy6VSqVgsJggCx3H+LdKlpFLL9Y7P//ftztnTx8XHus4V6pIbN9Ka2TWFu5WNT6VUSAji0JlL+cWlCIJ07RA5vH9PrM2HzRg7duyhQ4ekUuno0aMdBzMzMzds2LBgwYIpU6bY7fY1a9bUX0QQBEEQJSUlSqUyLi5ux44dCoVi2LCaqTeawJNPPjllypTs7GyapvnU2c6lXbp04TdrcBzniJ7tMDHAnZm3+Dh2arWa34W+bt065yxfNa6TmJHfu1Pkv++/QGPAUGR2H//ZffwLquwFejuGINE+4iBlq9x8b3Els8A9JN6xY8eNGzcWFhZKpdK5c+cCAMNxiKfXe6tW280mXuctFgsADB5829jKmxgAID4+Pj4+HgCWLl1qtVrNZrOv780AtzExMTExMfznJUuWWCwWmqadh2SNg126dHGEe3S+vbQd3EboAn+kV338V8lltYnPU6k3UVE+kud6+c3vH+AcODYxqzA2PNC9o+sL1EAY5i7RWWwKsYjA3DNxnSB098BDFDDMf8m5irWKZl1vIlCEYqjmvCKAFEO6ylG1nVVJGjWmEA7krfaGiOPEI8PIXUcxjqWTswDLARwz/nQYiwoBhsW6daAOnGJ7dEK8PJAAHyw0gD8JCwuUvb/A+Ngy0kbhIsxkZUQIBwwrnjD4vjAx3Cua2cqw9psfHx8/NCo0iGXZ1V/vjI0MHfVQHztJ/XnhSlll1dOTRzZvc83OQw89tHPnTplMtm7dOsfB1NTUMWPG8MHqT58+7Vy/rqL+/ft//vnnI0eORFEURdFLly6tXLnSOQ5Ck5HJZN27d6+ngnOyq3qYPXv22rVr+WiU5eXlf/3117x58+q6jvB8uidEeIkjvO7NC4A7SRxFUedljbzK6gqzRYdjPUNuPjxksgacrXikUqkj1EJtXF6kkVduI7iT0NstBjsz88es6xW2nj0Dnx8SJRKhAMCxnKbc8l1y2RfnS/Y/07lb4E21RGTitLLK3qGBoja/ACDQXAjDvDZVFlumVuctk8T6tZK3YCsjCN1tiFUO/kv7lZHUKZvJnYHjQG1AenkNaJarOfOQl+j7UhKgcVYGFC21N3N4iPqaExOK7z6gkzOxiirmajpzPZurMtLpeQiG0pn5CIpyR84DxyFikfKn//E5LwEAcIwYM9By9AJY7fio/rY/zgGGiCYMabVu3480p5WhqFRrttqiQoMAICk9J8DHy2FWiI+NfGP9lsfGPiwmWm8fRBPAMCw2NpZhGOfQ9EOGDFm+fHlBQYFOp4uMjMzPz09NTa2nqFu3boMHD169evUbb7wBAPHx8Tdu3MBxnCTb0Fax995779133/X390dRNCcn59VXX63hGeHM5Yy8Pp3uwklG4H7HjSXOsAwAMG0v+OI9x42F3k6wUOywb9Ik3tIZ0zqjTonEEBQJCZSHBEZn5lQN/+b6iRe68oYGimEBgGFZwcrQfhCGeW1ojgUAuu7sTvc7gtDdBgTQIX4v/ald3cmbd9v/t5SaGV+iR0/VlGa41p1IMBQaPaQIDEk0MhOdopRq7Wy2le2vwltoqw+ilIke6gEA8MgwAOBMFra4nNVWAcuyJVry56OioX2IpybcNjEAAIB43mPEs5Opc1eJUf0REW7fe8L6/leKHz5smT66A81pZdBVGyOCby4PllboOkaEOIoIkSjIz1ur04cGtsVQt0qlcvPmzfznJUuWOI7zB5VK5aZNm0pKSry9vWUy2fTp08ViMb/T29fXt3YRAHh5ef3999/8RR5//HH+A0EQ/yYoQ/MSFxe3fft2rVZrtVpDQ0NdJrx0IDyf2huCxHkqLfThjKoMra3CQgUpiX5hiqHRHs4+5+6EIPT7nQX7cjGlZPDAsLoqxMZ4AQePfJ9x/ZUHJDiKIsjdhgEXuN8Rhnk7RBC6O9FBOTjV8EC5JdFf/m9XbW0MW20TPxLxJtLcqQAAwAcDqtHeCXIC0xioSpL1IVAAYDjYVGwvsjE9lHIp1hohRRCFDOsUid3y+hHPGHNz/z/L2b7aRf5xDmha8sosYsxAJi3Xuu47LMRf8tLjoolDQG9she7dvzSnYvmoPEq0lfxnT4WioqraUcRxUFFVLZdKmrG51gTDsNDQUN7/WSqVOr+T11PU9vHz8wsPD2+wz8k56tbpj0AbQZB4pYV+aV9ex3VX1ydWnjExeSLiuI5+5VhRxJorn50rYdxx1UsQ+n3N9TLLHxnVgx4Kqb9abAcvDy/pxgulACCYGNohwjBvhwhCdzMG+86vsIqYf33/rrQwvb1mynBVc3SqJmo72/gVGQQAxxADAwBQZGffyjYbGMRDdO/ipCAIW1rBZOTbv9vHHv/b01MilYnZrEIAYDXlABx1OhEAsPAgrHvsPevk/UBz+jKEBPhKxMRPv5+cOuqhPt06Hj57Ka+oJCo0yGqz7zlyJsjPx8tT2YzNCbQaXSKD73UXBFqVdi7xDK113Hc3AkM9n3mii0Ryx02yUmf96rz6SJZ+91Od5MT9ZFJskHYu9Pud7YnaLnE+BN7wtKx7vP+W84VLBgcLvgztEGGYt0MEobsZPuKIOOXYHP2hYAUr+1ev4qgIbanoUYcrKcnd7JHHALExnI3hPsq3ysUiTxFWZLKj9yg1Cp2YZn3vKwRFWZL0VMlRFGURBJFLAIBJzpTIxPY/zoifHId4Ku5N/+4fmjn646JZ0/YcOf3a/77xVikRgNVf7/T3Vlls9v4PxM2fObl522pvLFu2rKysDAAQBJFKpR06dHjqqaccuSRagiVLlmi1WgCwkZSPlyoiIuLxxx+Pjo5uuRYF2giZ6tIukQ0siror5SZqzP/d6N4zsEusT+1SH2/ppPEdT5wpfOrnrL1Pd3Kn7GDtWehuwPFcQ9e+jRJfoL+8tJqstNCCiaEdIgzzdoggdPdjqP/LgYauZ7RfeEkt/vImv8ohaOOiM94tDAdqGxvm0dgZEsmCjWbCZWgpySEIpiQwM836ixDxvTAzMJkF1oSvFHICxzEOCD7Fo0SMG375k0OA/idVKZPQFMOWaDHBytAQzWxlEBOipyaNnDlheFllVbXRjCCIp0Lu6+2Ju2l+oNYkOzv7888/9/LyYllWr9efO3du9uzZX331FZ8noiXIysr66quvPDw8TFY7jnAXL16cP3/+d99916KmDYG2QHiA773uwj1jye/54ZFeLk0MPCiKDBsSvvdA5o/XKp7s4T4/VHsWuhtQUm0foGhUvlsEAS8PcXG1HYHGB+cScBOEYd4OEYTufiCAxnmMCJXF7y16vRw0/vKmvGRRDO4hCmj2vgGAgWFRBNDGrcOYSVZnI2eHSOQoogUOgAUAm52e5HsP3hzZHLVl6Xq5DMdFGAAgt2Jsohjq4SG1/H5GQuAYjgLFgDvunG12WsTjF0XRID+fztHhnaLCAv28BRNDcyGXy5VKpaenZ0RExFNPPbV06dKPPvqoFVq00pyfn9/EiRNHjBhx4cKFFm1RoGnobfSmv0un7cgc+k3aYzuztlwqM5FMk69WXmVoxr7dR+TpbEezqvv0buC5i6FI/wdDEo4XtU6vWod2K3T3gMBRttGTHprh3DWIqUD9CMO8HSII3V1R4v7TQz+usIrtdBPSQHJGkgqWdmv+bgF4YigKHNmI0BFmmjXYyCXhkj4eOABcraZFOAYAZobtqmjmhfAGYFg6Mc28/AupGBe52uuBYohCIpKIcQDAAahT/7Rq9+5PhHnGfczo0aOLiop0Oh3/J8MwH3/88dSpU6dOnfrxxx8zDFNVVfXxxx/v3Llz5syZ06dP37VrV0FBwdy5c2fMmDF//nyDobEPHtWtVC4SicRqtbpsi6/w9ttv5+bm/ve//50xY8aTTz555cqV5v7SAi7Yd13X+aOkLTeqWX9lUBd/0k+xMaUqdt3VQxlVTbugStlSW/XaOPvTqmIiVY3Z3B4apDDTbFqZpRV61Tq0W6G7B+EqiU5va0xNmmGrTWSIJwHutOFHoHEIw7wdIgjdjZHjXh2VDxtI+m5P1Nlof0kHApW2RK9QBIaoRMaG1ro4gCoLuSBcEiO7OelKMTFSHCVZkCOIj6iVXlE5O2nf8Ydx+hL76i0yjhZLGw4nIRFj5B/nOEujnrntGcHKcH8TFxeXmZnJf167dq1Kpfr1119/+eUXHMc3bdpEUdRvv/1ms9l+/PHHHTt27NmzZ+3atQkJCbt27Ro3btwPP/zQyFZsdhIACgoKjh49OnDgQJdt8TVTUlI+/fTTFStW7Nq1a+XKlQkJCUVFbrXe2wb5JbXyxf2548fGjBoW2bmjd0SIMq6j9+gRUSNHRT+3O9fZ0JCVlfWtE9euXVOrXYeettnJ4uLikpKSuhqtv/T+5WqJxdevsROy4AD59TJri/anNeGHucB9yqQ4VUFBdcP1AArUhu4hcgWBgRCXof0hDPN2iCB090aB+tF3czO3MUyFlSw1iob4vdxyvRrshVtIuv5uUQwnQyFWdntdx1sEJMOaSDpS1kpGcDZfY3ryDfbX40op7iETEeJGRaxEUVQkEVHH/27p7t3vCFaG+xu5XM67JFRUVNy4cWPOnDkIgqAo+tJLL508eZLjOIlEMnv2bACQSCTdunUbOXIkH1XhwQcfzMjIaPD6CxcufO65515dvHDGjBkzZ858/fXXo6Oj62oLACiKmjVrlo+PDwBER0fPmTPn119/bdmfoH2js9Dz9+ZNHBPj71vz3Tg4QD5mVNScPTlG+01zcnR09MyZM2fOnDlp0qT09HR/f38+A2ttEAQpKCjQaDR1tVt/aVtGKRYDgBR37YlXYaEl4sbu8CLEeIWZarae1QHFcHuSK2f+lNVnQ0rHj5Ie+ir1jcOFVzXmZm8IEVa272ee6eWXlaszmhp4neA4uHK1dPHAQAAQYagIQ0XClsb2hDDMayMViRAEkYla1z27FRGE7t7oqBwx1igRsxxXbGQKqmQeMGpc8IogSVzL9SpQjHngSP1bOUQoYmSAdNrrNyVAYqMYlGGm+zcqzNC/x/rZTinCKWQirBFOrM5IMITcdbSFeuU2uO1dtZ1gsVikUikAZGZmEgSxa9cuRxFFUVqtNjw83PGAwXE8NDTU8dlma9jV57333vP09Kw0mBRi0b59+3766afBgwfX1Za/vz8APPDAA47jXbt2PXPmTHN8UQHXbE0sj4rw9PNxbSwIDpAHBSl3XK2Y1z8AADAM480KH3300SuvvGKxWCwWS1ZWll6vLykp8fT0lEqlJSUlkZGR3Xv3BYD09PTk5GSTyfTYY4/5+/vv2LGDoigAeO6552qUJicnjx49Wq/XHz16dMaMGZmZmTiOX7lypbq6WiKRzJw5E0XbikEz2FPhp5SJ6uiPvwzT2hobz8Jmo/zkd5GoqQmczKl+YW+uWCqKjPHuFu0jJjCThb5YYty2LWNAmGLz1GjfpgeXronoLh+xAm2KAIXozWGhm47nTpkYi9cdc+HvfzSRStHUrj4AEO6h8FbKGxmgS8A9EIZ5bRSEqE9YIOa+A0EQunsjxjzNjZu2FBqQIGLYo0ELxZi8hTsFANBNiV0zs5K6n0c2hpGhQDglkggVI5/Etu4GH50ea9LWDJzAwWRhMvKxTpHN3Sf3oa1M/QWaRkZGBp9jwmq1yuVyHyf++9//KhQK7M51Kuc/uUZ4WHl7e/v4+IjEsuDg4Hnz5l2/ft1isdTVFn993GmVGEEQR8iG5oJkuG2J5ZO3Z/T8ImXQV9ffPFKYW9l+d0YdzTZERHjWUyE83ONItt75yM6dO4cOHRocHFxZWVlZWVlYWCgWi2fPnn39+vXQ0NA5c+YkJSUZzTYAKCoqmj179n/+858tW7akp6d37959zpw5gYGBWVlZNUqLioosFsvFixfT09MB4NSpU1lZWcHBwc8//3z37t2PHDnSkr/BXVOXiQEAeocoKsob5ybAQXGp+YHgFnxUb0vUPvFjdt/+YZMmdIzv7BPoL/dSScKCFQ/2DnpqRlwlIer3ZXKh3t5czfFCF7h/WTIoeHCoYt/BTJceDTTNnvmrSFtUvevJWP59ymiyCiaG9oYwzF3ixiYGEITu7ohQaSM3TNgpdKDvnNYxMQBApARj2Tp9Gaw0W2Wh5oSIW6czdcHZSARp4rswimOctdnmYG6J4MtwH3PlyhWCIHj3hKCgIARBRowY4Sg9fPiwRCJplob8vJQAgKKoj49PVVVVPW0xDJOTk9OxY0f+eG5ubnh4eLP0gSe93Dp5e3tlakAAACAASURBVLpEKY6J8XogTkxR7Pkiw5aNqa8PDV42uD3m1yw3U4Gy+kaxQk7kmW6HBUpOTtbr9U8++aRznS5dugCASqWKi4sDAIIg/LyUJfkwePBgAJBKpQRBREZG7tu3LzExMTc3l99041zav3//v//+u6ioqE+fPhqNhmXZtLQ0Hx+fnJwcjuNEopZd8G9GpnT1TjiuHtA/WEw0cG8sKDb6SLGOvs0zxGpzLt/w2qGCqZNiVZ4unsE4hg7oFyyR4hO3ZVxa0K2etYLGww9zgfsXBIH/mx7zvzOa//16o2OMd2SkykclQTDEZCLz1Ya0NO3QaM/DC+I9bu0JEiTeDhGE3g4RhC4AABwHNLAYtN5bvTeOsHXbPywUM8WPaO1EErVg9UbUr4kDhLFTqL9X8/bHzRB8Ge5LOI67ePHi22+/vXTpUv5IXFycVqtNTk7m/7xw4cIff/zRSDf1rKysuqIA8hRpb0YQ9PT0NJvN9bSFouhXX33F+y+YzeZt27ZNnjy5ka00iMZAjvjmelz3wPFjYjp18A70k4cFKwf0C3l8WucNF8s/PeeGwQgbxFuKWyz1xRa2WCnfW2YIvV7/008/vfjiizXqOPbU8B84juMl7ojvSNP0tm3bRo4cOWfOHD78Z43SuLi49PR0lmX79Onz888/d+zY0dvbe8yYMbNmzZo2bZrzJpo2TqgnMaWr96XLDegSTbN/XyxaOSqshbrBcjBvb+6QQWEuTQwOesb7I1LRhvOldVU4ePDgkiVLFi9evGTJkhMnTtTfqGOYN56UlJTExET+Mx+BZevWrRbLXeTdsNlsW7duvdt2BeoCQeC1h4OTX+kxMUial1z6y/6Mn3bfuHSusBvG/f5s559mdvRwCjvSBIkL3O8IQm+HCEJ3b+SodyNSRkI1SfkSUTK8Pu/X5iVKijIcZ2NcuDOwHGen2UjZvd/Lg4iJpsVBZmgGxAQa5NfcPXIrBF+G+4lZs2ZhGMayLMuyMTExq1at6tmzJ1+EIMjq1auXL18eHh5OUZROp1u7dm0jL7t3796goKBZs2bVVSEm2J//EBERkZWVFRsbW1dbYrF48ODBL7zwQkRERHJy8tNPP+3wa2iwlQZZ8nt+bCefuFjvGscVctGEsTGr9qY/Fu8T4tlKAWPaCMOjPH5TG6Lr3jShLqx+pqMH//mTTz6RSCRff/01/2dYWFhAQIDLs2KC/XVFeSkpKSRJarXa3r17i0SivXv3qlSqgoKC4uLirl27OpciCGK1WmNjY/39/a9evTpv3jyr1bpp0ybe+jBnzpxm/+Itx//GR/TbkJyUou0R7/rhwTDssVMFD4UqpnbzaaE+nMyptgESE6lqsGbfvkGfHs5ZOji4tsPvxo0bKyoq1qxZQxCE2Wz+8MMPbTbb+PHjXV5n6dKla9auu9t+lpSUWCyW3r17A0BycvK0adMuXbo0ZcqUuqKK1gbDMH7Pl0AzEqQklg8PWT48pP5qjhu7QPtBEHo7RBC6e+NFhJEmCUB9cRYBoMJCDPWd2Tpd4pFgyMxAYmcpGaSU1Jih6GxUDzkSLb33S92IUsaxNDhiQ3BAUwxF0SyGoRwnkeAug6dyHJhtlHj2NEAQoBlWW4UG+bZqv+8TkLNnzwwaNPjeduJGTsGXOw/Me/H2+2e4p9yjcdlEBJxhWVatVhMEERgY2IxRhZNz1N1jai7bumxr+vTpv/zyi9Vq1Wg0AQEBfLCGZkFvo6PWXJn9dDeijjhGZ/5STwqWvjmsgYm1m1FqpOI/TZo2uZOXq0XvCp31tz+ybyzp4V3vroraOCRuMpkIgiAIAgDMZjOO42Kx2G63i8XiGqUu0ev1Hh4ebSf0YyPJr7KP35ou85L07xuiuDO+Y0mZ+dz5ot4Bku0zOjTLPgWXvHIwP5lC+vYMbEzlH3en/fZ0bPegO3Za6nS6F1988eeff3b8+Eaj8YMPPli37qYp4fLly+Xl5d26dQsPD8/NzU1ISJg685mp40bypSkpKSUlJV26dHHEi3UmLS0tPz8/Li4uKyvLYrFMmTIFABISEhISEl566aXVq1erVKrc3NyoqCiHd0xeXl50dHSNdvkitVodHh5O03RpaSmKouXl5T169GiwDwL/Hpc3dgH3RhB6O8SNhc7HF2NZlmEYkiRJkrRYLHa7PTIy8l53rfWotBfs0bzcybu+IGgVVoqiOjwR9iXSuj7sHMA72VaUwGROU3cDyQBNr4iSShqXGqPlYNJyLW986ukhZRmGJmkSQWkriXp74IN6YTGh9IVkJjENFWFSDPA7c9CYLBQMeEC67FkAsO85Zvtqt+zdeaLBve7R92gUly9fxjBMoVDI5XKpVCoWiwmCwHGcnyW6fGdMLb8d1u3/vt05e/q4+Ni7WBa6cSNN8GVwK1AUjYiIaPbLdot2Mcuvpy2pVBoTE9O8fUgpsQT7yuoyMQBAUJDi76JGpYt3JwKVov+Nj3jrcM7EsTE1DA0VOuvvR3K/nBx1tyYGcJK4s51ILr/5HsubGGqUukSlang1vg0S6SW++FK3D08Wf7X7RkigTKWSisSY3UqVlJppklk5OmxWT78WDRaWUWHziarps1MXvt7SXJ29hpUhKSlpyJAhzvYdpVLpMDG88847YWFhHTp02Lx586BBg+RyudVqBZuRL92wYQPDMPHx8Vu2bBk8eLBzBBYA2Lp1a0FBweDBg3fv3p2fnz969Gj++GuvveZc7dChQw8++GCfPn0A4PLly//8889LL71Uo92xY8dSFPXZZ5+tX7++uro6ISFBLpdPnz69wT4INAsub+wC7o0g9HaIIHT3RinyJ2kSwMX0mGJAT5IiFC03E0+EvdnKJgYAQAB6KtELZtZhZTCQtMXOLIuQ3HMTAwCwmnIAqNZbQErgD3QWDe4teSAW9b7pHSwa2Z/+O5n+J9V++jLutN5E2WmGECn++xQAcAYT9dtpqUJi3/hzG7cy3BMEK4NAw1zNLOh9rzO1WCi2nvRsAICLMAPVzPks7gue6+0PAMv2p8d28A4P85RJcbOFLiyszs6r2jA56tHuTfHqbwsSbyEsFJVbqQ9Uyn3l9Xn1K8XY6rHhb48IPZFdna61VlnpQH9530EB/cKUaMs/Ga0044k1djaAYaiFrKn5er2+ru0w58+f9/f3nzt3LgAMGzZs7ty5X375pZ+fX3iXngCQm5tbXV391ltvAcDQoUMXLVrk/Iav0+kSExO/+OILABg+fLizZaHGLolJkyZ9++23vJXh4MGDL7zwQu12hw8f7nxKaWnp/v37MQyrvw8CBoPh4sWLo0aN+pfXScxRh/h7B3soAODChQsDBgxojt4JtGnc+N7eZBiWK642eskkSrF77rgUhN5usTCUxoD5ECHjAl/0JpozFnvjCRRjpJ7U0naaAwwFEcCbUZIAok24uIpG9keD/RGVAq1jVxHevzsS5Gs9cclxhGVYi52WvDUbRDhwnOXdTSKTicNQxMujtXp9PyFYGQQapvHPp++//76F+hDlJa7Q15eNSVdli/WRtlDrbZznevuPiVX93z/lx25oK62Un1w0pYPnnKkRfvImbjty4xlJkd5kslMFlKF+KwOPTIROjPOaGNfaMYRDlWK92UUyQpeYzWSQR83JsaenZ2Fhocv6169f79evH/8ZQZCoqKji4mK4JfTk5OSysrJPP/2Ur6DRaEwmk8NpJSsri9/OwNO/f/+6ehUeHq7T6fhIkAaDITQ09NChQ7XbDQm5vcUpPj6eT7Vbfx8E9u7du3fv3pCQED47TNMRiwqrDD4yqRjHvv76a8HK0B5w43t7k6my2jQGk5mi4vxbKtTOvUUQuntjpQ1iDAdwEcPQkxB5iJGHfOdGyR9s/Y7xPKTCe3rc9rMQo8i9D/noBNYluoEKYUFIRIjuejaCY4RcQpGM+D9T8X7dOIuN3Pk7m5FH4TjSKVL2ztzW6fD9hWBlEGiYxIz8Rj6lGh/17W6J9ZN6EGhBsTEixEXKGY7lsjIr35jSfsPIBSmJt4aHvjW84ZqNofESv+/gOBYAuHvvqVcfw6I9NqZUde3U8JSXpBhNhaVPaM038IiIiIMHDzofoWn61Vdf5SOAkuRtE4YjygYvdBRFhwwZMmbMGL70+eefd+yUAQAURfkMMjdbJ8l60uWOGjXq2LFjHMfxuyrqateB48/6+yBw5syZ5cuXHzhw4F9aGRiWg1sbmwXaCW58b28yHPAD4V73o8UQhO7eSHAFyTLAIXDnTk4bwxjsjJ0RK0X3OPynrBVcQFsOFJF/+qrlnQ1M4g2KohW7/odIxKzeYFnwIWI0sRQreX6yePrIe93LNkqbcFkRaOO0kefTR+MizpwrtFhdJG68eKUkRiUa0aH1MvS4N21E4u2WyV2884uqjWaqwZopaRUjOqqU4pprAx06dDCZTBcvXnQc2b59O59StHfv3sePH+cPGo1GtVodGBgIt4Teo0ePixcvKpVKpVIpFovfeecd58t27tz5n3/+YVkWAFiW/fPPP+vp26hRo/7888+TJ0/y+x3qarc29fehnZOYmNi1a9e+ffvySV4AwGq1btiw4eeff37llVcWLlz422+/8TUNBsPbb7/94osvvvLKK5cvX/7f//7HH9doNEuXLl20aNFnK5ZnXU+tcf3c3NzXXnttyZIlixYtOnPmTGt+NYFWQLi3t0MEobs3YlQux31s7B05Juw0m18l8sHGTwpa40s0sFwv0DAkzQEQT09CJGIAoP44Bzo9C4h0wQzBxFAPgi+DQMNcyy58oMO92dDlzIQ4rwWllg370gcNDIsK80BQBACMJvLvfzRkte3EC//OeVjAiTYi8XaLrxxfODB4z7nC8aOikboXAar0tmsp5X/N6+aydNWqVW+//faRI0cCAgLS09MjIiIWLVoEAF26dImNjX311VdDQ0MzMzOXLVuGoiiCIAmr17716pLw8PC+ffsuWrSoU6dOGRkZzzzzjHPkYaVS+dhjj7344ovdu3fXaDTdurlumkcqlfr5+fFxjOtq1+WJ9fehnbN3717+B3n44Yf//PPPcePG0TS9c+fOtWvXfvLJJyRJzps3r2/fvoGBga+//voTTzzx8MMPMwyzdu3aixcvvvrqqyRJLlu2bNWqVVFRUafSczateq9Ph8i42FjH9T/44IO1a9f6+/vb7fY5c+YMHDgQx4V5gvsg3NvbIYLQ3Z4gSRed9UzwLadGC8UUGpAo+UMj/Jfc0365D5I353BmGxZy0ysE79GZ0+pEYwdhggmvXoTZg0DDdIlsK+khlw8L6RMiX35U/efpAm8PsZ1kbHb6hX4By5/qKG8bsWTcg7Yj8XbLW8NDzhUY/zxTOGxwGOYqEmSlznrwSM7/xkV09HW9Z8Hf33/z5s1qtdpgMMycOdPD43Zooqeeeuqxxx7T6XQBAQH8C/z69evLyrUikQgAZsyYMWHChKqqqsDAwNpvmKNHjx48eLBWqw0ODq5dunHjRuc/a7gh1G6XIIj169cDgI+PT0JCgqNm/X1otxgMBrVaHRsbCwATJkxYtWrVuHHjACAmJmbw4MEAQBBE7969CwoKWJbFcfzhhx8GAAzDFixYcOrUKQA4c+bMoEGDoqKiAEAmk42Z/tiBffvibkXxZBhm8eLF/v7+AIAgiEQi0Wq1QUFB9+bbCrQAwr29HSII3e0Z5r94R36KiahSEBgAoCjQLDrSf+m97pf7gKo8QHV7EoV1iW4woIMACFYGgcaQqynvFN5WJpqjY1WjY1XlJkqtt8sJrKOvBLuvd3y1SdqUxNsnOIoceKbTs7uzd/2a3qd3UFSEJ37L1mA2U6npFanXyz+fHD2zh2/91wkLc50mnSAI5w0LEonE5vQ4kMvl9YRCkEql4eFNXBmr0W491N+H9snvv/+u1+uXLr05d0xOTtZoNEql0jllrEgkYhimvLzcObKmp6ent7c3AGg0GkcmeZblAkJCk0+fcFTDMMxkMr3zzjt2ux3DMKPRKERtcDOEe3s7RBC62yNG5X28n0oyblIQAAASDAVgWWDbVJxFgXaIYGUQaJhQP+9Wa8tqtdpsNi+vBqL6+ytE/oomJlAQaJDWlLhAXUhF6K4nYw9n6FefKjpxptDPS0LgmMFMWm305C7e3/+3R6hnc+ZdE4Te9vnjjz++/vprh/Hl2LFjBw4ceOqpp2rX9PLyqqqqcvxJ07TBYAAAb29vvV7PH0QQMFRVeXnflntaWtqOHTs++ugjPo7vsmXLWu67CNwThGHeDhGE3h7wEUfRegyAAQC9nfEhokVonbGZBQRaB8HKINAw5XpDlNSvpVuprKxct26dTCZTKpUFBQXjx493BJmvgUaj+eWXXxYuXNjSXWq3tI7EBRrD2E6qsZ1UehudU2EzkkyAgujoK8FbwH9HEHobJzk5OSQkxNkTZOzYsc8+++yTTz5Zu3JYWJhGo9FoNMHBwQCwZ88ePlRkv3793njjjUcffZQPlnH60O8zp011nFVcXNy9e3fexKDT6ZKSklr6Swm0MsIwb4cIQm8P2FkTh9wMAClCES1dbqar5Hhr5+EWEHBGsDIINIyHTNoKrbz33nvz5s3jc7NxHLd8+fLw8PC4uLjaNf+fvTuPb7LIHwc+T+77aNq0TW9KW1pKS2k5WsqpAoIgCgqoyxe7Ch4swor+XBTx3kXdFV0VdUFBFzwWAUGRQ26hXD0o9D7TpumRNs1953l+fzwYQpK2KbRJk2feL/SVPJnMM08/Mzkmc0RERKxcCXemHUK+iTjkPQGDku22XeXggkEf5vbv33/fffc5H2GxWKmpqc47iTiQSKSNGzf+7W9/S0lJ0Wq1ISEheHeDWCx+7LHHVq9enZSUdLWyKil9zMRJkxzPmjx58t69ezdv3my3241G4+TJk7dt2/bqq68O9aVBPgObOQHBoBNBPCuHhAl11k4OlcKmkulUfZ3u90zBfH+XCyI02MsA9c9s9bB55OCqrq4OCQlxbP+OIMi6devUanVLS0tdXd2MGTMAACUlJRQKZcyYMVqt9vTp01lZWZcvX25qajKZTBEREQUFBQCAsrKyPXv20Gi0MWPG3H///XhuJ06cKCwsRFE0KSlp6dKlQ30tQcAHEfcXBCEBABAA1/JwFcRBDw4ev+2/8cYbAIB77rnHcQTvgUVRlMFgfPnllzKZTCAQYBj2wgsv4Almzpw5ffp0mUyWozUxORy8KezYsQMAwGKxPv3009bWVjqdHhYWhmGYTqcb6uuCfAk2c3dB/3YAg04EJISSI3zkUs+/OQIAEGC0kKNYo/1dKIjo4LL80LDQ0NAwevSNF0SNRtPd3U0mkyMjI7VarUwmw48rFIru7m4AgNlsbmho0Gq1+/fvX7169YYNGwwGQ0VFRVdX17fffrtp06ZXXnmlo6OjrKwMAKBUKk+fPv3yyy9v3Lixvr6+q6vLX9cIDQciNpNMIgmZdH8XBIKGEIlEevXVV8vKyuLi4shk8pYtWxy9rvijsbGxYqGQz6TTybcsEIYgSHR0dFhYGH6by+X6uugQ5FtcOo1No4pYcBI7FNjSeXOE1DGtOjuGAQtm51K8WmgZgoYOHMsA9Y9JH/J1Fs1mMz4ZGABw9OhRmUxmMpn0ev2yZcv6eNb06dPx2cVJSUkKhaKqqiolJQWfSxwbG3v27NmMjAyhUPjyyy/X1NQ0NTXV1dUplcrQ0H6W5Yd8EHF/EbEYIhZ86/UgiINOTFu2bNm9e/fu3bsRBJk+ffrcuXNdEki4LCEX7uJBLLCZu6NTyGMig3nZAhh0gkAQ0rzI1/bJXqjqbkAx4wH5hnsjXuZQgrluQ8Mc7GWA+tej1Q/1h9HY2NgzZ87gtxcvXgwAqKio+Pbbb53TWK1WvE/BgUq98d6JIAg+uBdFUa1WCwBgMBj4KOKWlpaPPvpo6tSpEokkOzt7SK8iaPgg4tBwA4MeZAQCwTPPPNNHAhhxAoJBJyAYdOKgk1hLYz/pNjX90Lqm01zyZeOjY4UPThGtxOeKQpCPBVK1G9C+3SculHywY4/RbBmy4hBIuJA/1KcYO3ZscXFxS0sLfhfDsL179wIAOByOY9+1q1ev9p0JvlTk9OnTp0+fzuPx2traAABnzpxZsmTJggULcnJyHJMvoL75IOLQcAODTjQw4gQEg05AMOhEI2LEPyB5L423MI0/lYQBDKD+LhFEUAEzlmHPkTPniq6vWf5AQnRk3yk1Ov22/x26VtPIZjGsVhuTPphbyhNTc2d3apxkSE9BIpFee+21V199NTs7m8fjXbt2bcGCBUePHo2Nje3s7Ny6davBYHDe/t2j8ePHnzlz5r333uNyuc3NzZs2bQIA5Ofnb9mypby8XKlUstnsw4cPJycnD+m1BAEfRBwabmDQiQZGnIBg0AkIBp2AIpgpEcwUf5cCIjrk7Nkz+flT/FuIynrpJ7sPPLXqT44jsXw279aJZKcuXd257widRn3mkfszUkb0llVJZd1XPx7W6g2jRsQ++fC8ED5cuWoQWG12KoXcf7o7hmFYS0sLiqLR0dEUys0usK6uLhaL5Vi4oW9Go1Gv1zsvvmCxWFQqlVgsBgAYDAYv8yEyn0UcGj5g0IkGRpyAYNAJKIiDjmEYAABFUbvdbrFYLBaLwWAwm83x8fH+LhoEDS9Xrlwhk8kcDofNZjOZTDqdTqPRKBQKiUQCACCIh612rneqHLe/3L778UX3jklO8P6MlZUVATNjYvqEzJUPz7Pb0Q+/3nv2yjX3BBar9ev9Rz/6eq/RZH7o3mkvPrEEdjEMlkqp3DcnQhAkNjY2Pj7euYsBABAaGup91wCTyXRZ35FGo+FdDAAA2MXgDZ9FHBo+YNCJBkacgGDQCQgGHYIgvwiYGRMAgNys0QI+9+Nv9n354689Gu2CmXmOh5pa2z///ud2hTIqPHTVkvtiIsV+LGfwyUiM8XcRIJ+CEScgGHSigREnIBh0AoJBhyDILwJmLAMudUTsy08/JhLw9h37fef+oyiKYRj2y6kLb239b0eX8u68cZtWL4ddDIPuSnWjv4sA+VQQR7zHaLrc3NakVPu7IMNOEAcd8uhSQ0u1QokNaF1lKMDBZu7ObLOXt3cpdAZ/F2SowKBDEOQXgTSWAScRizY+86ctO388dbFUpdEZTebqxhYBl/Pnh+amJ8X7u3TBKSdlAPNwoCAQxBHv1BrsGNZtMMaHwGW3bxHEQYc8o1B6DCaz3c6gBN4nAej2wGbuTmu2aM0WEoKEcYJzQiUMOgRBfhFgYxlwfC77pZXLMkclllbWVTe2jE0d+ebax2EXw9Apqm7ydxEgnwrqiGM3/oNuFdRBhzxA8VEMsDEQCWzm7rBgf1OAQYcgyC8CspcBAECnUdf86cEZE8cCALp71Fab3d8lCmbjkuP8XQTIpwYUcavVqlbDCQgBDzZzoiF5WlMaCm6wmRMQDDoEQX4RqL0MAAASCVm+cNZD906TdSje+vSb1o4uf5coaF1rkPm7CJBPeRlxqVS6fv36LVu2fPHFF3/5y1+Ki4sBADU1Nf/73/8GesY33nhjwKWEBhVs5kSDwhUZiAc2cwKCQYcgyC8CZjbmiQslv50vxjwNaqOQKUq19s1PvxHeunUll8Vct2Ixk0H3VRmDVmqcxN9FgHzKm4jb7fbXXnvtrbfeioqKAgAYjcZnn31269atNpvNZDIN9Iw6ne52CgoNHtjMiYaEILCjgWhgMycgGHQIgvwiYHoZDEaz1mDwOHOOTqPSaVQAgE5vvOUBDNjtqE9KF+Tq5Z2jYiP9XQrId7yJ+OXLl8eNG4d3MQAAmEzm+vXrjUYjAEClUv3rX/8ymUwREREFBQV4ghMnThQWFqIompSUtHTpUgBAZWXlV199xeFwRo0aNZRXA3kFNnOiQVEMwDkTBAObOQHBoEMQ5BcB08tw34xJ982Y5O9SEFR0WIi/iwD5lDcRb2xsTElJcT6SlpYGAJDL5ZcvX962bRuNRvv4448rKirS0tKUSuXp06dff/11AMDbb7/d1dXFYrE+/vjj9957j8Vi/fzzz42NcKstP4PNnGgQBPE4PBAKYrCZExAMOgRBfhHA6zJAPqNQafxdBMinvIk4hUKh9LIB3vTp02k0GgAgKSlJoVAAAIRC4csvv1xTU3P06NG6ujqlUnnlypWZM2eyWCwAwLx587hcrsesIJ+BzZx4YBcD4cBmTkAw6BAE+UWA9TLY7WhzW2ffafRGU0dXj2/KQxBcFsPfRYB8ypuIR0dH19fXOx85efIkPiSBSqXiRxAEwTAMANDS0rJhw4aqqqqQkJDs7GwAgNFo5HA4jmR4dwPkR7CZEw0C95ggHtjMCQgGHYIgvwikXgaL1fbh1z9u+mhHQ0tbH8l2Hzz+yodfFpXX+qxgQQ9uFEo03kR8woQJFy5cUCqV+F2dTrd7927HMg0uzpw5s2TJkgULFuTk5MhkMgBASkpKUVER/qhUKpXL5YNU9n6QEBIAcDa6B7CZExPsayAU2MzdIQABAARxO4BBhyDILwJmXQYAwHe/nLhW05ifnZ4QHdFHsrnTJpbXNX3x/cG31v05TMj3WfGCGAbXIScYbyJOJpNfeumlDRs2jBs3DgBw/fr1v/71r/hECXf5+flbtmwpLy9XKpVsNvvw4cNr1qwRi8Wvv/56ZGSkWq1OSEgY5GvohYTPMVitkXyOb04XQGAzJxoBjcpi0OkUsr8LAvkObObuBEx6OJctCt4f/GHQIQjyi4DpZZB3dp+6dDU5Prpg0dy+u5yjwkPX/OnBt7Z+s/fo2VVL7vNVAYMZk+75qyMUrLyMeFJS0qefftrc3MxkMleuXIkfTEtLw5eBBADMmjULvxEfH//uu++qVCqxWAwAMBgMAIAnnnjCbDZrtdrQ0NDBv4ZesGnUTInYZ6cLILCZE00Ymynksv1dCsinYDN3RyGREkKC+RcpGHQIgvwiUwstoQAAIABJREFUYGZMXLhagWHYQ/dO92ZU24iYyIyUxOLyGrPFMvRFC35Krd7fRYB8yvuIk0ik+Pj48PDwflPSaDS8iwEA4FiFgU6n+7KLAeoDbOZEAyNOQDDoBASDDkGQXwTMWIb6Zjmfyx4ZK/Ey/djUkVer6pvlnUnx0UNaMCKICOpufsjdHUYcw8B5qfZso6bHaIvgUu9OEoyJgIs7DnewmRMNjDgBwaATEAw6BEF+ETBjGdRavUjA8z49nrhHoxuyEhFIc3u3v4sA+dSdRLy2yzTxk7JH99T/0mG+YkX2yIyzvqyct7OqU2cdxBJCgw42c6KBEScgGHQCgkGHIMgvAmYsA4VMtg1kmVybzQYAIJPhulaDICmm//HwUDC57YjXKIzTPr8+bpxkZmqoYyOHvIlRV4ra8rZev/DMmFB2wLzmEA1s5kQDI05AMOgEBIMOQZBfBMxYBj6XrVCqUBT1Mr1CqcafNZSFIoqKJh/tMggNE7cXcQwDj3xXm50jGZMW6rxXJJmETBwvkcTyVx9oHLQiQoMNNnOigREnIBh0AoJBhyDILwKmlyE5PtpotlTUN3uZ/mpVPZVCiYOLyQ+GjMQYfxcB8qnbi/jZJk23BU1P8bya4/jsyN/qVK1q/y/I6n1nJaHAZk40GYkxcIM7ooHN3KPg3usRBh2CIL8ImF6GCRmjSCTSnsOnvZk3UdnQXFEvzUobSaXA4dmD4Eq1T3+C1lvQfde7nzvY9OCumiXf1m440nyqQW1Hg/lDwHBzexE/1aCJjeWDXnaBoVJI8dG8M42aOyrZHZNrtJea2ys64DxVVz5u5pDfXWyUlcg67EH9/QpyAZu5O73FermlvbnHz+9NQwcGHYIgvwiYXoawEMHMSWOl8o5//3efzmDsI2Vtk+zTXT9RKOQFM/N8VrzglpOS4JsTYRj46Fxb4rvFr/7eXgkoIJJnDuVcMGBPHpCmfnD1l6oe3xQDur2IK/RWBpPaRwIGg9Kl9/MakFqTBSDAYIVLUbryWTOHhgmETLbY7daBLHgEBTrYzN0ZrFYUw3SWoH1TgEGHIMgvAumn/qVzZ7YrlGXVDX/757b87DGZo0bERIhZTAaCABRFlWptU2v7xauVReW1CAKeWDw3KtzzyG1ooIqqG7OH/l3KZEOXfltbqbLMn5ckEjKcH5qQFdEk0zy5v/HJbN3r98Cxf0Pu9iIewaFe7errg5rBYI3g0u6gXNAQ8k0zh4YPFI5iIB7YzAkIBh2CIL8IpF4GMpm0bsVDB08WHjl76fDZS4fPXgIAIAhCJpOcp1FIxKLlC2elJMDvooNmXHL8UJ8Cw0DBnnqpBbt/XhKJ5GHMfXw0T7ww5etf6kLZlL/kRbo8evjw4dTU1Li4OOeD5eXlKpVq8uTJQ1huAAoLC3Nzc92Pnz59etq0aUN66qHTb8TbNJZKhZFFJY2L4tDIN+J190j+Z1fqcnMiEU8RNFvs0lbN1CWJg15aaFD4oJlDwwoJQWBHA9HAZk5AMOgQBPlFIPUyAABIJOT+u/LmTMkpKq+tk7a2KZR6o8lmszMZNC6bFScJTxsZB/sXBt21BtlQrx70U4WyUG5YdH+yxy4GHItBmTt7xBv7qu8bJUwIuWWww9tvv52bm/vuu++6HAQADHUvw+eff+6xl+HgwYOB28vQR8S7DbYn9jacaVBFilgWm12ttf59TmxBjhgAMDGWO4JPK7nWOS7Tw75ZhRflD6aLwjl9TamA/MgHzRwaVmAXAwHBZk5AMOgQBPlFgPUy4Og0Wl7W6Lys0f4uCFGkxkmG+hSvHG2eOCGKQu5noRAuhzZmdOhbJ1q3L77lJ3GBQKDRaNRqNZ/Px4+Ul5fHx8c3NTUNUYH79f777/vr1Heut4gbrejM/1TwwjmPPzoGD1Z3j2nTsQaTFX0mNwIAsGtpUt7W6zY7mj02gvxHh5HZai+8KDcqDf96GLbZ4csHzRwaVuBYBgKCzZyAYNAhCPKLgOxlgHysQd6ZEus6SWEQ1XaZFAZbfBTPm8RpKaE/7K20oyPIt456mDVr1pEjRx5++GH87i+//DJv3rxPPvkEACCXy//5z39arVaz2bxy5crs7Oz6+vrt27fjKfF9Df/xj380NDR89tlnNpvNZrMtXrx46tSp+HOPHTvW09PT0NCAoujzzz9/8uTJkpISs9n89NNPZ2VlAQCOHj164MABFEVjYmKef/55Go0GAHjvvfdeeOEFAIBGo3n33XdVKhWFQnnsscdOnjy5evXq7du3r1692lHUhISEtLQ0jUbz/vvvd3d3U6nU5cuXjxs3bjD+urejt4h/cakDsKiTJ0U5joiEjPtmJ246UP1oVhifQY7m0y4+k/7Evoad35YnRPPoTIpBZ2lq1SxIDfnwqdFcOtmHFwENzFA3c2i4QVGstx1hoGAFmzkBwaAPK1096jaF0m63S8ShYpHAcdxgMtvtdi6bBQBQa/XuW25z2EwqhYJhmEqrB04dxAiCCHgc9xM5p2Qw6Ez6jVWxNDoDiYRwWMxbE4OOLmVEWEgfmSAkhM9hI4iHtw2NztDc1mk0mblsZnxUBINO8z4T5wt3sNtRpUYbJuT3lsCdvLNbIhbht1EUU+tu+SvhKBQyno/HPPu+ih61lsWk02m3HERRrFulDgsRAMgT2MsA9S8qTDik+ZfK9TGRHC8/73LYVCqF1KK2xAvpzsfvueeedevW4b0MNputsrLy6aefBgBYLJb169e//fbbCQkJer3+ueee27BhQ2Ji4jvvvIM/8d1335VIJACAN998c/PmzWKx2Gw2FxQU5OXlUSgUo9G4c+fOjz/+OC0traamZtWqVevWrSsoKNBqtc8///wXX3zR0tJSXFz80UcfkUikAwcOvPPOO6+99hoAoLy8HM//xRdfXLJkyYwZM+x2+zvvvHPlypWnnnqqurraUfLW1lahUAgAeOmll1avXp2WlmYwGNavX79p06bwcA9TD3ygt4jvLe9JTQ1zOcjn06PCOacb1AvSQgAAkTzaL/83qq7LdLpRrTTYJEmcGYsTJDy46ONwN9TNHBpuEATBABzLQCywmRMQDPowgaLojn1HLl2rjhAJyWSyrEMxKiFmxQOzhXwuAODX05fUOn3BojlSecdbW//rPs5sYmbqkw/NPXCi8ODJQufjCAKeL3h4lNtscZeUPA7rnsnZ906ZcPjs5YYW+f97cplzd8Gx81eOF5ZsXv9k35nQqJS8rNEPzZlGp92Y/arR6f974LeSyvqI0BAWk67S6NRa/bQJGQ/NnkahkL3JxHHhzue9Wt2w9+jZt9Y+3lsCF81tnW988s3fVj2SGBMJAPitsOiHX0+7JyORkL//9QmRgOeSpzdXsWPfEQad9vSyBc4ZVjU0f3Pgt7//9c99lI3IAqaX4eTF0mPnigb0kYjLYq5bsZjJoPefFOpTt1rHYTL6T3e7OnQWBmMA0/W5bFq71rWXgcvlhoWFNTQ0jBgx4ty5c3l5N/YxPXPmTH5+fkJCAgCAzWYXFBTs3bt3/fr1+KM//vij0Wh87LHH7Hb72rVrxWIxAABBEAaDoVAoIiMjAQCZmZlpaWkAgOTkZDqdfu+99+Knw3uaURRds2YNiUQCACxYsGDPnj16vZ7NZuP5y+VyAMCMGTMAAGQy+S9/+YtjtIWLsrKy6Oho/EQsFmvZsmW//PJLQUGB93+WQdRbxHuMtkSmhxcNOoOiNNicj4wMZYwMHcI6Aw26oW7m0PADuxgIBzZzAoJBHyYOn71c3Sh767nHQ4V8AIBGZ9ix78gHO398Y80KAIDVbrPabACAOEn4J68+h2E3xzI0tnZs2fHj7PwcAIDRbB4/JmXVkvv6PZ1zSpPZUl4n3b7nVz6HPSs/e+OH134vujYlZwyeslul+en4+ccW3N13Jja7vVHWvn3PryQS6ZH7ZgIAjGbLP/7zvYjPfWddgeP3/KbW9u17Dv+7a//a5Yvwjoy+M3FcuDOb7eZBjwlcnL50lUQinb50Fe9lmDU5Z9r4TPw97l9f7clISbw7LwsAQCKRqBSKS55eXoXVZi+vq718rXr8mJSb5bTbbf2Vjcj6mQY/fBiMJq3BoNMbvf+n1RvtdtcRR9BtYA9xTw2fQbFaB7Bnu9FsF3r6rjtv3ryDBw8CAA4dOjRv3jz8oFwuj4+Pd6SJj4/Hv/kDAK5cuXL06NENGzYAAMhksk6n27hx44svvrhp0yatVov90ZMcEnJzCJlIJHLcxl9ZIiIiWKybY67i4uIc+QMAOjs7nXe+EAgEzjk4a2pqqqys3PgH/EL8pbeIJ4cxFN1G16MY6OoyJIcxPT0DChhD3cyh4cbjwFcouMFmTkAw6MNEdWNLblYa3sUAAOBxWM8+cv+SuTPcU9KoFDqNhv8jk8i7Dx6fM3V8bKT4tk/NoNOyRydNyUkvrawXcDmLZ03Zc/SMVm/AH93984nEWEnu2LS+M6GQyUlxUQ/ek3/xaiV+5NCpi2QSac3yB5ynDMRHRaxbsai+WX6prNKbTO6c2WK9WFa1aFb+levVRpMZP0inUfE/IIIgFAoJv413Mbjw/irCQ4W7fz7h+LtB/QqYsQzzpk+aN32Sv0tBUFb7ALoAbsNIEaPL/btrLyw2u1pniRF4eNfMzc399NNPVSqVTqeTSCRarRYAEBISolKpHGm6urrw7/ktLS0ffPDBv//9byqVCgCoqKjYtWvX+++/j3cZOAY79EulUmEY5vi8rlKpHCtQAgCEQqFGo3HctdlsarWaRCJhToPh8OLx+fzc3NxnnnkGP2j3a/9obxF/ekL48h/rRybw6bSbLx3XqxShDPKkWK6vSndHKGQyAIAMv1+5GepmDg03CMAAAH1s6wMFH9jM3ZEREgjqNwUY9GGCz+XUN8sxDDjqGplMGj0yrs8ngZ9OnAcA3DcY34BoVKrFagUATB2fWXi18odfT/958b3FFbWV9dLX//J/XmYSFiLQG00Wq41GpRRerZg/fZL7V/cQPndiZur50oqJman9ZnInV4S7VFbF57Jn548/V1xeWFoxc1LWgJ7u/VXkZ6dfrWrYdfD4U0vn33mxiSBgxjJAfmR3W4RmcE2I4egMFpXa7E3ihkb1xDgui+qh6pLJ5JycnDfeeOOee+65mfmECb/99pvFYsHv/vDDDzNnztTpdC+//PKmTZsc4xRaW1szMjLwLgalUllaWupl4fV6/ZEjR/DbUqlUrVaHhd1cuSAmJqatra2jowO/u3fvXovFwmazlUolPuHCYDCcOnUKAJCVlXXu3DmD4UYX6ZYtW/DjftFbxO8ayf9TZuie/TV1jSqD0dajNp8rlJWWdnzzUGKgfFWJF/LCuayUUNcljiA7ip5t1Pz5x/rRH1yN+XtRxodXn/2psUSu93e5oKEiYtBHiUU0MlyTlUCG+t08EAlZjJGhwvgQfv9JAxMM+jAxZ8r4hpa2f+34X1VDs5fb+zTK2o+dLypYNIdyxy/Uso6u34uuTx6XDgBAELD8/nsuX68uraz79ucTC2bmeb9+YaOsTcDj0KgUlVan0uiS4qM9JkuKi5LKO/rN5DYuxN2ZK2WTs0YDAKZkjzlz5dqAnjugqyAhyOMPzC6rbigqr7mTAhNHwIxl6JfJbKlpkhlN5hA+d0SMhNzfnoiQ94Z6Rh+ZhKydLPnfFfmsuxL6Tmm3o0Ul7TsXjegtwX333bdixYo33njDcUQsFj/22GOrV69OSkpqbGzMycnJzc396KOPdDrdjh07HMnWrVu3d+/ezZs32+12o9E4efLkbdu2vfrqq/0WfsSIEbW1tYWFhXQ6/fr165s2bXIeh0wikTZs2PDiiy+mpqZqNBqhUBgdHQ0AWLhw4erVqxMTE6VSaUZGBgCAx+OtWrVq1apVGRkZbW1tkZGRs2fP7vfsQ6SPiP9jTmxeLOdfv7efPdfCopHnpvAPrM30OIFleCKTSAlwNWA3WrP9mUMdRe3G9LSwSVNjGXSKwWitkmnnfFV1f5rg4wUjaOSbtdpisfz2228uOaSkpCQmJoKBKywszM3NdT9++vTpadOm3UaGkJdCWEwBEw6lJhY4P98dAkAoO5hn/MGgDxMSsWjTs8sPnDj/4df7uGxm3rjRMydm8Ti9bp1gs9m/2nt41uSc+KgI5+MNLW2ff/8zfptGpSydN5NJ97zA9vXaplc/2gEAMJktPRrtjIlZjjUFJGLR3KkTP/32QJQ4dNbk7D6KbTCapK0dAAAbija2tP10/NyCmXkAAL3BBADgc9gen8XnsvUGo2Oob2+Z3DlZR5dU3vHso/cDAHLHpv149GyjrD0hOqLfJ+IGdBUAgPBQ4f13Td518HhKfAwnqF83BkXAfDcAAGAYtuvg8cvXqt994UmXrUTOXC777pcTRvON36sFXM6KB2dnjrqdj7yQu261TtD76+CgeC4/8pvSrmuVXWNSQ3tNhIHTv8vyYjgzE11/c3CsYpCcnHz+/Hn8NpfL3b17NwBg5syZ06dPl8lkQqGQy+UCANasWbNmzRqXTD799NPW1lY6nR4WFoZhmE6nAwAkJiZu3LjRkca5YwK/jf9frVarVKro6GjyH/3NjpTJyclffvmlTCYTCAR8Pn/FihUAgIcffnjevHnd3d1RUVGOp0ydOnXSpElyuTw0NJTD8bAvkc/0HfEFaSH4dhJQcDDZ0Lu3VyJc+iMPpTk2iOVyaOFh7MwxYSdOSh/4purg/6U6hqtgGOYYHIT77LPP1q9ff3u9DJ9//rnHXoaDBw/CXoYh5YMXdmi4gUEnIBj04UMsEjzx0NzHFlhKKutOXiw9eaH0qaXzUxNjPSb+6fh5DAMLZri+P7IY9PioGxuQUSkUKqXXYQ7xUeEP3J0PAMAwrL2r5+dTF3YdPP7o/LvwR+dOm/DrmUvzZ+bi65f3prpR9sHOHwEAJBIiEvAeunfalOwM8MfKPr2uyo8BABDwx+5xvWVy585cLhuTPELA5QAAOGxm5qjEM1fKvO9lGNBV4GZNzi4ur9n183Fv1uAkuEDqZdhz+MzxwuLUEbEuk2fKqht27DvMoNNn548XCXiyDsX54vKPvtn3t5XLRsZF+au0wUQSOuS//bKopF/+L2XaFxVGozVnbIT7VGGzxX7692aG2fbVI/2sT+MRiUSKjfX8Ou6AIAg+0AC/jfdHeInP5zsvx+CCTCY7rwGJY7PZjq0oHGg0mvNalf7ig4hDw8eGw81WBnVWfqz7brI0CnnWXQkHD9V++Hvbuik3dlyn0+kLFy50pPnmm28mTpx4990elqe+E++///7gZgi5gM2cgGDQCQgGfbhh0Gm5Y9Nyx6btP37uix9+ee+FlRS3ngJ8rsSLTyxxfygiLGR2/nhvTsRhMUfE3HjjToyVjIiJ2PjhjhkTx0rEIgAAhUwmkRAatZ8t3rLSRnr8Os1jswAAKo2Ow/Lwk36PRsvjsBxDe3vL5A5ZrLYLpRUCHuejb/bhR7p61N0q7ZJ7pzN6Gd/hYkBXgUMQZMWDs9/45L/FFbV3PpMluAVML0O7Qnn490uxkeK1KxY597rZ7PYdew/TqLSNzzwWGXZj9f7J49L/8cXuH349teGpR/1U3qDS2KZIix/y/pqEEMalZ8f83w913/1YlZoqiovm8Tg0O4apVKZGqbqiqnvxmJAP5iXTKYE9F2bixIn+LkL/fBNxaDhQ6K1fF3c+8tBo9y4GHImETMmP/fuBmmfzIpznTeCuXr3666+/fvnll/jdhoaGzz77zGaz2Wy2xYsXT506VS6XHzt2rKenp6GhAUXR559//uTJkyUlJWaz+emnn87KygIAHD169MCBAyiKxsTEPP/88zQaDQDw3nvvvfDCCx7zHLq/BqHAZk5AMOgEBIM+bM3JH//LqQtyRbfL/hFWm+2rvYfvys1y9BEMisgwEYtB71Sq8F6GO8RhM8NCBJX1zdERYe6PVjU0J0R7VXgKmYy6LR1iR1GyF1/gr1yvRhDEZbnHAyfOXyyrmjbeq7ESt3cVkWGiBTNz/3vg+OLZU7w5C2EFTC/D+ZJyFMUeW3C3S6/bhdLKHo1uwcw8RxcDACA5PnpsalJJRa1Kq8NH0UB3IjnG26FHdyiCSz3y59RTDepvShTHjzV0ai0UEojiM+amCD5bOXqUOBhmQD399NN+PPuJEycqKipYLNbixYt5PF5LSwsAICYmxiWZlxGXy+Umk2nEiF6XyYCGvyPVqvhoHqvPlTVCBAyRkHG2UXPXyFsG7KhUqjfffPP9999nMG7M+33zzTc3b94sFovNZnNBQUFeXp7RaNy5c+fHH3+clpZWU1OzatWqdevWFRQUaLXa559//osvvmhpaSkuLv7oo49IJNKBAwfeeeed1157DQBQXl7eW54UT5tRQQPlsxd2aPiAQScgGPThQCrv+OXUhVVL5jsvG6czGDEMuP8e/tPx8yiK3X/X5MEtg0qrM5rNjq0079zkcaOPnS/Kz05n3rpbqryz+9K16qe924hBJOCVVta7HJS1K0T8/gcUn75cljs2bfqETOeDCqX6zOUyL3sZwO1exez88cUVtft+O+flWYgpYH4Wrm+WC7gc91VAz14pI5FId+WOczk+JikeACBrU/imeMHtWoPMl6ebPoK/fdHI+heytG9M7Hlt4vV1me/OjQuOLgb/On/+fE9Pz+rVqxcuXPjJJ58AAFgsFr6thgsvIy6Tyerq6ga5lJBvVSqM/JD+p+yGhDBrFLdsN4ui6CuvvPLkk0865vjY7fa1a9eKxWIAAIIgDAZDoVAAADIzM9PS0gAAycnJdDr93nvvBQBwuVz85wsURdesWYOPUFuwYEFDQ4Nef3Nji97yhO6cj1/YoeEABp2AYNCHA3GIQNbR9fGu/Qrljb3VFUrVV3uPxEaKXUYWNLS0HT13ZfaUnG6Vuk3R7fin0urwBFarrUetdf7nPhbAJWW3SlPd2LJ194GkuOgoce/Lnw3QnPzxPA773W3f10lb8V0z7Ha0pLLuX1/tGZ+e4uXqeDnpyRqdfvfPJ/RGEwAARbFLZVUnLpTmZo12pDGZLc5/im6VBgAg7+yub5ZPyRnjkmF+9mipvKO5rXNIr4JEQh5/cI5Wb/DyLMQUML8IqbQ6kZDncrBbpamVyjJHjXRfozVEwAMA6AxGAN2xrKR+tvOFAoJKpQoPDwcAhISELFmyBD8CABCJRHv27FGr1QwGY9myZRUVFY01NbUlF/Efn/Fh6rt27bJarQCAFStW9LFQkHM+AIDvvvvOYDAwmcylS5deu3atublZpVJhGPboo49SKBTnxH0vPjSIMAzrMhgFTAbVV2cc5qwohnixDSlCQiz2W5ZH2r59e3R0tPNOKGQyWafTbdy40Ww2k8lkrVaLYRgAwLFfLABAJLr5ccpmswEAIiIinLu64uLi5HJ5UlJS33lCd270iGij1cYcpL3EoIAA38090pktTCqVHCgbMg8QDPpwwGTQX3py6e6fT7zy4VdsJhPFUL3BlJOe/ORDc/EEDBrNTLcCAC6WVaIotnPfUZccQvjcd19YKeByfjtfXFp1y4//D82Z6r5Sg3NKBEFC+NwxyQkP3J3vvMoAnUbre/0CR6k8olDIL/z5oR+P/v7Bzh9JCMJiMrR6A4NOuycve86U8V5mwmWzVj+2cMe+IyculHBYTIPJTKVQ5k2bmJeV5nwh12oaHU+hUijvv7iqvK5pZKwkKty10yQyTJQcH329phGfh0Kn0xg012t0LpKXV0GnUV12HpCIRQtm5J4vrejt0qCA+XhBIZPxXi5n54qvYxhw7MvizGqzAwC8XPwD6tuV6saclH72mISGv1mzZn3xxRdnzpxJSEiYN28eAKC7uxsA0NzcLJFIFi9efO3atSNHjtBotLLqutf+9uLx48e7u7uffPLJioqKjIyMzMzMQ4cO1dbWpqR4aHEAgJMnTzrnYzQa09PTMzIyKioq9u/fz2QybTbb8uXLCwsLL168aLFYnBPjv2/7gLRH067VMyjksX8s0Uxw8QL62Xpdv8n0Wku8UOi4e+nSpbNnz27bts05TUVFxa5du95//32812D9+vXeFADveHJsE6VSqZwXUr29PCFvlMjaAULKjg6nwB43woDv5u5URnNVZ7eIzUwKFfafOgDBoA8TPA77qaXzDSazQqkik0giId95B8r5M3LxPvRl82Yumzezt0zmTBnv/NW3D96kfGddQd9flByl6g2dRnvkvpkP3zuto6vHaLZwmIzw0BCX5RL7zSQ5PvrttX9WaXU9ai2VSokMDXFe87K3C7lr0ripOZ6nRTy3/EHH1hvPPrKASnFd4dKlSN5cxdPL5rvnM3faxBm3rgoBOQuYXgaxSFBaVa83mNisGxOALVbbiQslDDptXFqSe/rWji4AgGjwZh8RGXx/Cg4UCuWZZ54BANTU1Lz66qsffPABfry0tFQkEtXX12MYRqVSxWLx/XPuwR/KyckBAMTHx+/fv7+oqKihoUEikfSWv0s+MpnswQcfBACkpaUdPnx41KhRo0ePBgCIRKKmpqby8nLnxEN97Q5mmw0AYIO/h/9hVpLgtROy/Nwo58miLowme5NcMy3xxiutQqHYvHnzRx99RLu1X7+1tTUjIwPvDlAqlaWlpd4UQK/XHzlyZM6cOQAAqVSqVqvDwm4uwnR7eULeQBASimE2Owp7GYgDvpu7s6J2AIDV7nnMeRCAQR9WWAx6nMTDjxx9vAUPnX5/i/WyVBQy2X1MwYAyQRAg5HGEvAEspUciIXSa50+Pzsc9bqLhsUh9X0Vvm3Ew4e/ZvQuYXobMUSOvXK/54fCpFQ/Mxn/1+u7QSbVWf8/kbPdGYrPbzxVdEwl40b1XF8h7JTXSrGQ44i7gbdu2bcGCBWKxODk5WSKRGI035hOFhITMnj07PDxcp9M1Nze3tbU1tHVlZQEAAL7M3s6dOxctWiQWiw8dOtR9pEFeAAAgAElEQVRH/i75aDQatVrN5/NVKhWHwwF/7EvsMfHQXTXUt5GhjEkx3OKrnePH9bpC2MUrrY9miQWMG+8XO3fu1Ov1r7/+unOaOXPmzJkzZ+/evZs3b7bb7UajcfLkydu2bXv00X42+hkxYkRtbW1hYSGdTr9+/fqmTZuc68nkyZPd83z11Vfv4IqhG1DY10Y88N2cgGDQIQjyi4DpZZg0NvW380VnLpc1ytpHxkpkHV21TTIhn/vA3fnuiXcfPK7oUT80ZxqCBOcsOx/LHBnr7yJAg2DevHlbtmyZOHFiT08Pm812TIafP3/+1q1bU1NTq6qqCgoK2trakqJv6WhPSUnZt2+fQCCQSqWtra1jx451PHTs2DF8AcjQ0FCXfBYvXrx169aRI0fW19c/+eSTFy5ccM7TJfHQXz3Uq633J0z45BqHQ01N9rC7VfHVDmW77u3FN8clrl+/vreZC59++mlrayudTg8LC8MwTKfTcbncjRs3OhLs2LHD5Tb+f7VarVKpoqOjHZtX4cdZLJZ7nnd4vRCOhCCwo4Fo4Ls5AcGgQxDkF8jZs2fy8/2822dlvfST3QeeWvUnx5FYPptHdx2aotUbvvrxcGlVHf65KE4SvnLJfS5Ls6Io9tl3By5fqx4ZF/W3lb5bUi64ldW3ZCS6bnYIBSIURdvb2zkcDo/nupaqSqXi8Xh4k3GPuF6vp1AodDrdbDbT6XTQO+d88LsCgcDLxD5Q3dndYzRTyKScaLi5102VncY528tDw7mZGWJxKAsAgGFA3qG/erWDbLYe/L9R0Xw4JjDYXJDKAQBjJWIGXACSMOC7uTuF3lDfpeIx6GnhHrpZg0AQBx2fWo+iqN1ut1gsFovFYDCYzWbHzkcQBOGuXLlCJpM5HA6bzWYymXQ6nUajUSgU/BO4x1/lr3eqHLe/3L778UX3jkkewPSrysqKQPpswWWz1ix/UKPTd/VouBxWmKc1FyxWa3lt07i0pD8/NBd2MQyWlNhIfxcBGhwkEqm3hRWc+wLcI85ms/EbfXcxuOTjfrfvxJC/pIqZpc9lbr3Y+dWpJoXWymFRNXpLfAhz1UTxygnhVDIcFBaE4FgGAoLv5gQEgw5BkF8EUi8Djsdh8zjs3h5l0Gn/3riGFKTbEfmLtF2RHAPfpQgERpyAFN1dG2ZEbZgRpTHbu/VWMYfGpsGO2mAGexgICL62ExAMOgRBfhF4vQz9gl0Mgy5SFJzbO0G9gRH3ntpk33Gl82i9WmOyR/Ppi0cLH0gXBeKLkCPoPDqZRyf3nRiCoEAEX9sJCAYdCmgYBpRqTZtCqTMY7RgGMAzDAJlMRlEUAEAikex2O4IABEEQADhsVmSoUCTgwYX5hoMg7GWABp1So+P+sYEoRAQw4l46Wa9+5LvaqCheXKxAwKCqNeaXT7X9/bT8wPIUCS/AFjKAQSceOJiBcGAzJyAYdCiwoCjWJO+Qd3YBgKAAwQDK53HFYaJYFrPf5+oMRnl3T3ljCwJIJIABgEWGiRKiwuEker+AvQxQ/1iMfqbiQ0EGRtwbpXL9km9rZ92VEB15Y4fnGAknfZToSmnH3dsrLz87JrBmHMCgEw2CIBicNUEwsJkTEAw6FBDknd1Nre02FMMQRBIelpE+6jYy4bCYHBYzPubmAmSKrp6zpZUIhpFJSEJUhMumAdCQgr0MUP/sdtTfRYB8KogjzqRSeoxmGmkQZgSsPtCYOyHK0cXgkDM2/KjS+OG5tg0zou78LD4TxEGHPCIjAACEQg6kvjDoDsFm7o5OJgMA6JSgnSYGgw4NZxqdoby2yWSzh4UKR6clD/pMh7BQYVioEACAYaClraPqchmdQk4fGc/n9rrGHzRYYC8D1D+r3ebvIkA+FcQRjxXy+QwGl3Gn0xlaVOZqhbFgluf5rpljxF+flQZWL0MQBx3ySESjSkKFFDiOlEhgM3fHY9DHRonxvoagBIMODUMYhpXVNCo1OhaTmZKSSBn6bj4EAbGS8FhJuM1ur2poMRgMQg4rc1QiXMFh6MBeBqh/XC+mQkHBJLgjzmcOwvDRaoUpMpSN9LLMY5iIKesx21GMHDjrQAZ30CF3AjaLFrzfrCCPYDP3iEEJ5g/DMOjQsIJhWGlVfYdSnZaSmJAQ6/sCUMjk1KR4AIBWbzxdfJ2CkCZljPJBNwcBBfMLKzRYutU6AYfl71JAvgMj3i8KGeDrG3uEYhjAACmgOshh0IkGRpyAYNAJCAYdGiZsdnvR9Vqd2TwqaURiYry/iwO4bOa4Mal6g+l08XUWjTY+PRn2NQwu2MsA9U8SBrdBIhYY8X6NiWC3KgxWK0qlehhwLmvTpUWyAqqTAQadcGDECQgGnYBg0KHhoKJe2qpQjklLYjGG144nbBZj/NjRJrP51JWyCJEwPSne3yUKHoE9IdNuR/VGk9li8XdBglxDa6e/iwD5FIx4v0QsyuwUYdHVdveHUBQrLm5fnRvh+1LdCRh0ooERJyAYdAKCQYf8S6XVnbh4lUKnTxw3Zrh1MTgw6PQJ48YwOewj54u7etT+Lk6QCOxehms1Davf+Og/Pxzyd0GCXEpspL+LAPkUjLg3PrgvrqGup6Ss03k3QLPVfuxkUxKP8lhWmP+Kdjtg0IkGRpyAYNAJCAYd8hcMw86VlJc3tmSPHR0hDvV3cfoXJhJOys6okbX9XnwdReFOz3cqsHsZIN+41tDi7yJAPgUj7o1ILu3cU6O1rervf6w4d7H1SlnHqd+bd31fMSmEtvexlMBZ9vEGGHSigREnIBh0AoJBh/xCqzccOns5Pi5mzKikAJpAiiAgPWVkYmL8od8vqzQ6fxcnsMF1GaD+ZSXF+bsIkE8FccQtdrRJqYrgsnmMQdhpIkZAP/90+nmp9nSDpsdoixvBnTs3JiFkmA4I7FsQBx3yaERMRJfeGMqG688TCGzm7lAM69AaBEw6kxqcH4lh0CHfq22SNXV05U/MCtB9ItlMxpSJ466WV4v4nNGJsAXdJjiWAepfUXWTv4sA+VQQR7xZqVYaTHXdgznpLi+O+7cZUe/OjXs2LyJAuxhAUAcd8qiqo7uuq8dit/u7IJDvwGbursdokvaopT0afxdkqMCgQ76EYdjpomsmFJuYlR6gXQw4BAFj01MwMuXkpTI4e+L2wF4GqH/ZKfH+LgLkU0EccTuGAgBQrNdNKAkriIMOeYR//oMfnggFNnN3KIY5/h+UYNAhn7HZ7b/+fmXkiPi46CBZDSRWEj4qZcSvv1+22mz+LkvgCc7hYdDgKqmRZiUTZbyQyYY2dJviQxisW3coNBgMu3bt0uv1IpHowQcfZLPZ7s9taWkBAMTExNzGeeVy+a+//goA4HA4ubm5sbGxd5LbHQqOiGMYdvr06bKyMgqFMn78+PHjx992VjabraSkpI8c7uRchYWFubm5t122wRIcQYe8F8Rfq6DewGZOQDDokG+YLdbfLpSMz0pn0Gn+LstgYjMZk7LHHDpz+a5JYzksOMdwAOBYBqh/mSNj/V0EH9lfroz9e/Hcb2pi/160s1jhOG6321977bXZs2evXbt26tSp77zzjsens1gsFot1e6eWyWTh4eHLli2bOnXqf/7zH51Odye53aHgiPgrr7xSXFw8ffr0/Pz8H3/8cceOHQPN4auvvsJvGI3Gr7/+eojO9fnnnw+0YEMhOIIOeY8UyGNZodsDmzkBwaBDPqA3mI5fLMnNyQiyLgYclUqdlpdzpri8R631d1kCCRzLAPWvUiofnRDl71IMuS69bdW+hvlzE8NELLXa/OLPNVPjufg0+9OnT999992xsbEAgLi4uKVLl5pMpqqqqvDw8MjIyLa2NoVCkZGRoVKpAAAtLS3Nzc0qlQrDsEcffZRCoezZs0etVjMYjGXLlgEAdu3aZbVaAQArVqwgkW729NFoNLxnQSKR6PV6nU4HAEAQ5L///S+CINnZ2Xl5eUql0vkuiqLOuZWVlbkU6fb+FEEQcblc3tnZ+fbbb+N309PTFy9evHz58gFlcvr06ccff/y2z+Uc3OEvCIIODQgcy0BAsJkTEAw6NNRUWl1hWfXkCYG61qM3SCRk8vixhUVl49NGigQ8fxcnMMBeBqh/I6PE/i6CL5TIdeEiVpiIBQDg8+mxEu6FZh3ey9DU1HT33XcDAOrq6hoaGgAAUVFRcrmcxWJFRkZqtdr29vaMjIzu7m4AQFdXl81mW758eWFh4cWLFy0Wi0QiWbx48bVr144cORIXF5eRkZGZmXno0KHa2tqUlBRHAQ4fPlxdXd3R0YGiaHh4uFQqBQAUFRXNmTMnOTn5wIEDAIDffvvN+W5VVZVzbu5Fur0/RXBE3GAwOG6TSKQPP/wQv93d2bF3x3Y2mWQ2m1euXJmdnW00Grdv37569Wo8wS+//JKQkHDhwoWWlpYNGzY88cQTYWFhAIDvv//+woULNptt1qxZ8+fP7/dcHrNNS0szGAzvvfeeQqEAACxatMjxxIaGhs8++8xms9lstsWLF0+dOhXPISwsrLfzDqLgCDrkPRKCwI4GooHNnIBg0KEhZTRbzpVW5k/ICt4ehhsQBOTlZJy/XJaXOYrH8c9Y48ASkL0MZovVZrcDAEwWCwDAjqJGk5k5GPvSQR5JO7qTYyL8XYohlyBkdPYYrTaUSiGhKKboNiSESPCHuFwuPl4gJCQEQZDTp0+LRKI+sho9ejQAQCQSNTU1lZeXi0Si+vp6DMOoVOq0adP2799fVFTU0NAgkUgOHTpUWVmZmpoaGho6Z86cWbNmAQD27dt34sQJDocDAJg5c+aXX37J4XDuuusu97vx8fHOuQ3WnyIIIi6RSMaPH79y5cr58+dnZ2dLJBJ8hQub1frF5neeXP/ifZPG6/X65557bsOGDWFhYdXV1Y7ntra2CoXCgoKCM2fO4LNjtFptUVHRww8//MEHH1gslqeeemr8+PERERH9nMtmc88WAPDyyy8vWLBgxowZdrv99ddfx7sbAABvvvnm5s2bxWKx2WwuKCjIy8uz2Wy7d+/evHmzx/MOriAIOjQgsIeBgGAzJyAYdGjoWKy24xdLiNDF4JCbM+bMxZJ7Jo2l04JwbsjgCrxehs5u1Uv//A/m9PmotLLumddv/Eq5ePbUedMn+aloQSs8hO/vIvjCyFDG4vSQfT9Vx8Tw5XLtpGjOpFgu/lB2dvbRo0cTExNDQkJCQkK+/PLLzMxMKpWKdz3I5XKXrJzHjIWEhMyePTs8PFyn0zU3N+/cuXPRokVisfjQoUMAgLlz586dOxcAcOnSJcdTUlNTy8rK8F6G5ubmv/71rwiCvPnmmxs2bHC565JbH0UakOCI+Nq1a+vq6s6cOfPGG2+oVKpnnnlm6tSpRRcK07NzIqJjAABsNrugoGDv3r2rVq3qN7fExMQpU6YAAGg0WnZ2tlQqdf627/FcHvPp7Ow0Go0zZswAAJDJ5L/+9a8PP/wwAMBut69du1YsFgMAEARhMBgKhYLD4fR93kEUHEGHBgABAHY0EAxs5gQEgw4NERTFjhUWTxqXEVjzQ+8QgiB54zOPFZbMyc+hkMn+Ls6wFni9DGEh/NEj467XNrk/RKdRx6SM8HmJgp9aZ+CzCbGq6scLEo7Vqopb9eljYuaOEjqOjxgxQiAQvPvuu6NGjaqvr4+KigIAjB07duvWrVVVVWVlZZMnT+4tz/nz52/dujU1NbWqqqqgoCAlJWXfvn0CgUAqlba2to4dO9aR8tixY3V1dXa7XaVS/eUvf6mpqQEA0Gi0f/7zn8nJySwWi0ajudx1yW3hwoXeFKlfQRPxkSNHjhw5sqCgoKWl5bnnnktMTFR0dIRHRTsSxMfH79mzx5usBAKB4zaVSrXb7f2ei8fzMHOvra0tLu7mct8CgQAfF0Mmk3U63caNG81mM5lM1mq1eF9qv+cdLEETdMhbcDAD8cBmTkAw6NAQOX6xNDszjUaj+rsgvkYhkyeMSz9+8ersvHH+LsuwFni9DAiCPLVswRuffN3Zrbr1OChYdG9sJJx+NviYdAK9gtyTJLgnSeB+fOnSpRaLpbOzc+7cuRTKjYbz8ssva7Vax9T6CRMmOD8lOTk5OTkZT6ZSqRYuXEgikSIiIiZOnEihUOh0utlsdiSeMGGCy9Mdd5OTk3U63QMPPAAASE9Pd747c+ZM59zodLpLkW5PEET8xIkTSqVy8eLF+N2YmJj8/Pzq6mq+QKDoufnS0dXVJRKJSCSS8/AofBXPOz/XxIkT3bPlcDgajcZx0GazqdVqAEBFRcWuXbvef/99fGOR9evXD/SS71AQBB0aEARBMNjRQDCwmRMQDDo0FEor62KjI1hMhr8L4h8MOj0pIbaoojY7LcnfZRm+AnKIC5vJWP3YAzTqLa+b82fkTcgY5a8iBTf4QRRHo9Gio6MdXQwAADKZ7PxTcx8EAoFjRBmbzabT6QAA/P/enDckJKS3uy65eV+kPgRBxOPi4n744QfHoox2u720tHTEiBF5kyYVn/+d9Ucsfvjhh5kzZ7LZbKVSiaIoAMBgMJw6dWpQzuUx2/j4+Kampo6ODjzx3r178eEJra2tGRkZeBeDUqksLS290z/BAAVB0KEBYVLITCqFRoEDPgkENnN3HBqNSibxGUE7xRoGHRp0nd0qvdUaGR7m74L4U6hIYMOAvLPb3wUZvgZ/LINOb+T8MTTLbkcvX6uSK7rZTEZ6UkJUeOhgnSUmIuzxB2d//v3P+N2stKSFd9/++HCobyaL1d9FgHwqCCKemJi4bNmyFStW5OTkUCiU69evz58/Pz4+HgDw9J8Ltrz2SlJSUmNjY05OTm5uLgBg4cKFq1evTkxMlEqljr05JBLJ5s2bH3roIXyPids4l3u2ZDL5pZdeWrt2bWZmpk6nGzFiRGRkJABg8uTJe/fu3bx5s91uNxqNkydP3rZt27p164b2z+QkCIIODQifTI4N72sVWyj4wGbujkmlZEcH8+KIMOjQ4LLZ7JfKa6ZOgpMFQGpSwrnLpaFCnssv3xAOOXv2TH7+lMHKTqc3/uM/3761tgAAYLXZ3t66i8NmpsTH6I2mwtKKh++dPnncaPdnVdZLP9l94KlVf3IcieWzeV4M8fr+0MnDZy/HRIo3rHqEQQ/afmi/U+kMArhlC5EETcRNJlNzczMAIDY2lsG4Oa4PRVGZTCYUCrlcruOgXq/v7u6Oiooi/7Gcj9VqlcvlUVFRzgNYBnou92wBADabTSaTiUQi5wJgGNba2kqn08PCwjAM0+l0zo8OtaAJOuQlGHECgkEnoCAOOj7nC0VRu91usVgsFovBYDCbzXgvPzREjl8ozUxPpsEdFgAAAFittuKyyntys/xdkH5cuXKFTCZzOBw2m81kMul0Oo1Go1Ao+DhrxNMeIdc7b04f/nL77scX3TsmOcH7M1ZWVgzyWAY7itpRFL99+lJZVHjokw/Pw+/OmDj271/snpSZSiYP2jSNJXNn5GWNDg8Vwj6kIaXo0QTrWxTkUdBEnMFg4EtjuCCRSLGxsS4H2Ww2m812PkKlUp1Xary9c7lnCwCgUCjuH4MQBImOjnbc9mUXAwiioENeghEnIBh0AoJBhwZRk7wjNFQIuxgcqFRKlERc2yRLio/uPzXBDOG6DFJ5u/NCCeGhQpGAp1AObFm1fsVEimEXw1CLgaNqCQZGnIBg0IkGRpyAYNAJCAYdGiwYhtVK5QmxUf4uyPASHRleL++w21F/F2TYGdLVHxGXDVQxDAAPIzKg4a5e3unvIkA+BSNOQDDoRAMjTkAw6AQEgw4NlgullakpI/xdiuFo7OiUi2WV/i7FsDPIvQwIgugNpsLSCnlnd0pCdFl1veOh1o4ujU4vDhEO7hkhH0iNk/i7CJBPwYgTEAw60cCIExAMOgHBoEODQqMz2ADgcVxngEIAABaTYUeQHo3O3wUZXga5l4HHYS1fOKulrXPXgd9+PHL2eGGJrF0BAGiStf/zq/89Ov8uEgkOZgg8V2ub/V0EyKdgxAkIBp1oYMQJCAadgGDQoUFxpbwmIy3J36UYvjJSk4vLa/1diuFl8HeyzElPzkm/sQSaUq3lc9gAABqNuvb/FsVGivt4og21O27DzX2HlaxkbxfAg4JDEEdca7bWdSnDuWwJj+PvsgwvQRx0yKPwCFGjUp0Qwvd3QSDfgc3cndWONvWoQ9lMIZPRf+oABIMO3TmNTs9iMT3uRADhEARweNxulUYk4Pm7LMMFuaDg8djYoXoBYjLo+OAFLpvF594yxmb/b+c2/+e7n46f++n4uXPF5Var7eLFEse/w6cu4A8BAHQWuyRUWFzTFC7klze28tjMBrmCQiF39mhMFqvBZOnW6BAEkXZ0c5j0SmlbmIBbUiONDBVcqWqUhApLaqRiAa9C2splM5vauigkUmePxmixGs3WLpWWTCI1tSm4LGZFU2uYgFdc0yQJFV6uaogKFZbUSMME3IomOZfFaGrvIiNIl1pnMFuMZqvijyfyWMzyplaxkFdcI5WECi5XNUhChaW10jABr1LaymEypO1dCIJ0a3QGk8VksXb0aKgUckObgstiljfKxEJe0R9nlIQKr9Y2hwo4Vc1tbAajuaMbQYBSo9ebzGartUOpoVIoDfJOHhs/I7+4plESKsSvsbRWKuJzq5vbWAy6rFOJYUCp0euMJovV3q5U0SiUenmngMO8Vi8LD+EVVTfhT4wUCa7WtYj47JqWdhadJlP0YBjWo9Vr9CabHW3rVtGolHpZp4DD+un3ktQ4CX4u/Ill9S0hXHatrJ1Bp7UqeuwoqtIZNXqDHUXlXSoGjVoraxdy2WX1snARvwh/YnVjhEhQVt8i5LLrWjvoVKq8q8duRzV6k8rxRDq1RtYewuVcrW+OEAmuVDVEhQqLqpsiRfxrDTLHE9u6eqx2VGswqbQGFEVbFD0sOq2mpT2Ex75a1xIpEly+8cTGiBDB9QaZgMuub+2gU6nt3Sqrza4zmHq0BgzDWjq6WUx6dXObiM+5WtscKbpRZ4qrm8JF/OuNrQI2s0GuoFLIHT0as9WmM5qUGj0AoLmjm82kV0nbQvncklrpzSd6qqVmq01vMneptSQEkXZ0s5n0Sqk8lM8tda+lTa14ZXPUUoPJ0qX2XEsdT7yllpJICpXGaLIaLVaFSktCkMb2Li6LUdEk77eWdql1BpPZbLV29mjLm2QGs6WPWlopbeMw6dKOboAgf9RSW0ePmkqh1Ms7+f3V0pYOJQCYUqvXGc0Wq82plrKuN8jChe61lFPd3Mak0x21VGswWWz2tm4V/Y9aeq1BFhHCd6+lNS3tTDq1tasHxTCV1tCq0ZrsqNZsEdLp7rW0qLoxUiS81tAi5LFrZTdrqVpvVLvWUvbV+haPtbRW1k6n3VpLMUymUDKdaqnTE11raVu3ymqzudZSqVstrWkKD+Ffa5DxOaxbaqnJ3KPVAexmLRXxOKV1vdXSTkctvVhRTyIhCAKaO7rYTIZ7LS2uaXKppQqVxmSxGUxmRy3lMBkVTfIwIc+5XdyspWxmU5tzLbW41FLnF2HXWtrRRSKRFCqto5aSyaTGP14Sw26tpaW10jAB17mWdmt0rrWUwyxv7LWW4i/CN2upzdahVFMp5PpWD7VUEiosrW121NIWhRLDMJVTLaVRKHWtHQIO+1q9LELkWktFPE5Ns1Mt1Rk0BqPNZnd5LXU80bmW1rS0M+m01q4eO4qp9Qa13mBD0dauHgaNWtPSEcK7pZbiL8KOWtpuNOktVgqGaQ1Glc6A3VJLXV6EGyNCBNcaZAIuq661k0ahtCnVVptNqzf16PQYBlo6lSxGP7W0vrUTfxG23FpLWQxadbNbLa1uEofwyhtlfDYLr6UdSrXFatObzN0aHXCqpWF8nsuLMF5Lb7wIk2+ppY4XYY+1VCzkVTS2ctnMJrmCTCYpVFqT2WI0O9dSZuWtHxUkocLSmhuVjcu6pZaaLFZFj4ZMJjfefON2fxHmVja3cZg33vGdaymFTG5sU/DYrrU00u2jAgCYUqNzqaV8NvN6o1strWtuauvSGkwsBq2l82Yttdrsbd1qqlMtdfmo4FxLZQolimIq/c1aSqdR6mT4E/HKdmst5bJrZLfUUo3e6FJL8RdhD7W0tYNBo8q7VDbUrtYbVToDiqKtih4GjVbT0uZWS2+8CN9aS+231FI6rbq5zfFR4UboG2V6u12lM4SyWY6PCharTfvHO77jiSIe52pdcy+1VEGlkNtvqaWItx8VyKQBfKAV8iqa3GvpLR9oXWppW5eqQ6lx1FLXD7Q9GjKZ3M8H2ma5cy11fKB1rqWOF2GPtRRBAF5LXT7QeqyleGVjMWjOH2hvraUsvJbeqGxVjeFCXmmtlM9hVkvlNDIpLBQueDnIfi+pzEhLhr0MfQsNEZRW1iRERfi7IB7UN0q71FoyiWKyoQaLBQCkU6VjMui1svYQHqesvuViSbnjizn+r/BCkeMfAsD4MaPCRQNY96CrS4GcPXsmP3/KIF6GTm/ksJn4bbsdvXytSq7oZjMZ6UkJUeGhHp9SWS/94Ot9k+6e6jgyOTk+JTxkEEsFQRAEAKju7O4xmilkUk70cHwbgCCfudTchmLYWImYQR38UY0QFCgUekN9l4rHoKfBvRgCDYZhAAAURe12u8VisVgsBoPBbDa7bxQN3Qm9wVRa1zhmFJwu8f/Zu/P4Nso7f+DPaHTfku9bvmPHduLE5AJCCBCuhh5Q2i0sFLrQ/qDtq92WpS0tW3qXXUrbBdoFdgv0WgqFQksTIOVISCC34/u2bNmy7vuWZub3hxIhS7LlxJbGnuf7ftG+IumZmcf6PI+teTTzPNn1DY+36irUilV3teyJEydIkpTL5TKZTCKRiEQioVDI5/PjCzWkjx95Q+EXjvcnHva+98GdN17b3lS79CMODg6s8LwMPn/wJ0/9Mf7vaCz2/Sd++96pPpHQ3PsAACAASURBVAHJd7p9Dz/9/OFT/YtvDlan0yNTbFcB5BUkjiEIHTc0A/cmYge6OYYgdLBMJwfGWhvr2a7F2tDaWNc9NMl2LVaLFf4Gg6Jpij67Xui7x3oqSgrvuvn6+MPLt2788ZN/2LahhSRzunwmWHkbGqvZrgLIK0gcQxA6bngEAQMNuIFujiEIHSwHTdM0wcC52xLxeATBI2Ixis8n2a4L+3LYaKaMpi0d6xIPSwo1BWql1eHK3RFBjgzqZ9muAsgrSBxDEDpuYIgBQ9DNMQShg+XoH5uqq6liuxZrSWN9Td+Ynu1arAo5vRuTiN/skcAwCMG8IWtQfUUJ21UAeQWJYwhCxw0ByznhB7o5hiB0zjPZHPpZS4ymGAYhgkAI8QiCoiiS5Al4ZKOuQrOMRbXsbl+NDkYZzoNcKhn2+tmuxaqwwqMMBEH4A6H3uwdqykuaayt7hscTE0XMmm0en79Yex6zU4JVwmBxNFbCXymMQOIYgtDxA+MM2IFujiEInaucbm/f2BTF0IVa7brmupRvduOi0djErMk7MikkeRtbGqRi0XkdIhiOCMWCFaovRsQScfJiCNha4VEGpVx628f2TBiM753oNVrsbp//sos2VJYW6WdMv/zdy/98w5XxhS3B2lKsVrBdBZBXkDiGIHTswCADfqCbYwhC5x6Pz3+if0yukHe0NS++uqRAwG/UVSKEYhR1cmgcUfSW9maRcKkDBz1DE031OZzXIxSORKJRpVy2UIFoNKafmQsEQyqFvLqiNONZZNYyS9nJymquq+4bndy2oSXXB1rlVv6Oia62pq62pvi/HW6vSi5DCAmFgq/cfmN1WfGKHw7kgScQVMmlbNcC5A8kjiEIHTswLwN+oJtjCELnmJP9Y8FYdPPG1sXHF1LwSXJDa1MsFjvSM1hWoFlXu6SbIMKxmFAovNCaZjE6YfjDq2/UlJd+9txCASl6h8eff/WAVCLWKOVmu1PA59/+yesqS4vPq8xSdrLi+Hx+JEbl9BBrQm5Xydaqzg6glhfDKsRrmDhnv2LA6sTpxAmEEA9miEnD6dDBwqAr4AS6eToCEYjT/QBC54xYjHrr2JnmBp1GrbywPfD5/M0drTMmy6GT/ZdsWr/4MAVNM0SmuzCWLxaj/nbgvQ+6+0sKtTEq89m41e787Z/33XTdFVs2tiCEGIZ57a0jT//x1Qe+eLtAIFhimaXsJFdgpYmcrjEBAACrTZlSJiTJYvhiB2BPIxYWy6Uifm6/bABglVOJRVqpuESx4DXbAKwGoXDkjQ9Obd7QesFDDAmVpcX1dVVvvn+Kphe7ok1vNJeXFC3zWBmZbPZZs/Wrn/t0a2PtQmUOH+9pbdDFRwcQQgRBXL97h0goPN03uvQyS9lJjtRUlo8b5nJ9lFUORhlAdsFwhO0qgLzicOJKsWhTZUkl3KeahsOhg4zEiKgrUHP4K1yQDrp5OgHJayrSaqVitiuSKxA6B8Ri1FvHz+zo2iAQrMy4sFwm3dDe/I+jpxcpY7TYigpzMmd/ZWnxvbffVFKkXaTMmH6mtaku+RmCIFoadaN6w9LLLGUnOaJRKaxOV66PssrBKAPIToX9LKm4gcQxBKHjBhLHEISOIQidA94+fmZrZ3vGVSQumEQkammqP3K6f6ECi17okHNWp7u4IHWMo6RAY0s6dc9aZik7yR0K+7mPOHWpJMOgg5Oef4y757zREhn/8nrV5fUqWNRi+cxOD0wdhBVIHEMQOm4gcQxB6BiC0Ne60wNjjXU1K3UVQzKlQqZQKiZn5mory1JeYhg21yCiaSYajYrFqVOKiEXC0Llrc7KWWcpOcorgETRNr+zY0NrCnZ9c7wxvf6Lvsy9PvOuKzUpEh33M3a/qN/3yzLA1mFJybGzsgQce+OpXv3rfffcdPnx4pSoQi8X+8Ic/hEKhZ555ZqX2uUpUl8DknXiBxDEEoeMGEscQhI4hCH1N8wWCwVhMq1HlaP81VeVjBhNF0SnPOz1elYq1e0sXmpaSSVoaKWuZpewkp7RqtdXhzs+xVieOjDIYXOEdT/RqatSf+kTL9ovKO1oKt24u/eTH11WvK9r1ZP9I0kCD1+v93ve+96UvfenRRx996KGH/vznPw8MDKxIHWiaPnnyJEmStbULzmWyRo3PWtiuAsgrSBxDEDpuIHEMQegYgtDXtOP9I+ub63N6iI62phP9qbMhmqyOIm1OJmVYCoIgRCJhIBhOeT4QCkvFoiWWWcpOcqqoUD1nc+ThQKsWR0YZ7nhxYn1b8Ya2onmLERGotblg86ayf35hPDFuNTk5uWHDhtLSUoSQVCq94447ZmZm4i+dOHHi73//+/T0NEIoEAhYLJaJiYn9+/cbjUaE0OnTp/ft2+d0OuOFGYaJPzMxMZFcEz6fnxhlWKjMmtOiK2e7CiCvIHEMQei4gcQxBKFjCEJfuzw+v1QiJRZfcHLZJCJRIBJOuZzB5fMrWL3RprhAY7baU5602JxFSfMsZC2zlJ3kjkQk8odSxziwwoVRhkFLsN8a7Gwvzvjq+nWF5kD0qMEbf1hXV3f8+PHe3t74w/b29j179iCEvvOd75w6dUosFj/55JP79+8fGRm5//779+/fLxaLH3zwwYcffri3t1coFD7wwAM0TSOEvv3tbw8ODsrl8t/85jfvvPNO4nDRaPQXv/hF/N8LlVlzzoxOs10FsKIYxnVyyPDMayPf/9+R7/+v4ZnXXCeHUNIlZJA4hiB03EDiGILQMQShr109I5PNDbo8HKi5Xtc3pk9+JvUOirxrqqvuHpx3hQVF0X3D48111Usvs5Sd5FS+bs5Ypbgw++N7k56aSiVvgWkeCQJVVaoOTnq2VSsQQnK5/OGHH37mmWceeeQRnU53zTXXbNu27ciRI8XFxXfffTdC6PLLL7/77rvvuuuuoqKie+65ByHkcDhmZmZuu+02hNDg4KBery8rK2tpafnMZz6DEGpubn7iiSd27dqVctxgMJi1zFrR2VTDdhXAyqD8oYmf/3HqiZcEBKPRyMQkgRByUsy4MxBjkO7eG2u/8mlSKuZw4haff9Lu1sokjblZn2nt4nDoICO5Rtk7Z11fWsjL8RdlYPWAbp4uGI0NWewlClm5Us52XXICQl+FnB7f4PgUgwhEEIhhJGLhxub69BOZGM0sdHazsuQy6ZgvMO8ptk+PL7low0+eOPPmwWO7L+4iSV4kEvnzvncEQkFHS+PSyyxlJznF9rvIMi6MMjiDMaFosYsyhBK+IxBLPKyurn7wwQcRQqOjo4899tjMzIzT6dyyZUv8VYIgamtrZ2dnGxvPNkGBQFBff/aeKKFQGAgEJBLJ7t27n3/++YmJCafTyedneBuXUmatODE02bWOa5NNYMhxpPfUTd8sUIm3dVbJFalLW/m8wZHfvvb2Yy9uevHHE1o5VxN3BkIMQm68r2HLCLo5bhyBIINQJEaJczB1OVidoJun80ei4RjlCoa5OsoAoa82R3uGeHzB+tbmxABvIBh669iZtvrq0iJtopjD7VWplHmrFUMQdNKgRn6WsRQK+EKhIONLKoXs7n/66B9fffPt908q5DKXx1tRUnj3P32UJHlLL7OUneQW3hczcOGzRalCGJz0LVIg6ItW6M7eXHTq1CmBQNDe3o4Qamxs/Pa3v/3ggw/u2LEjEvlwUZNwOCwSiZKXHkm+J4phmJGRkccee+zee+/92Mc+Fg6Hf/KTn6QfdCll1gr4+8QBcy+93Xf3TzZ2VBWVZJ6pWK6QbNpYbTW5Tt7w9bYnv4EgdMxAN8cNQRB5m2obrBLQzdOxumBfPkDoq8oHZwZLy0q06nnDB1KJeMumtu6+YYGAX3DupQnDXF1d/q5DKSspNJitNWVnbz8n8tIvLtu2iaKohV6trS7/1hdvt9gcgWBYpZRrMq15kbXMUnYCcoQL8zJc0aCanPGEo5mbaYyix/XOqxrViWeSV5o0Go0lJSWbN28+cOBA/Bmv12swGOLTQy6kr6/v6quvbm5uFolEH3zwwQWXWStOj06xXQWwLK5jA313/3jb1rqFhhgSikrV27bU9dz1Y9exlVl7BawV0M1xQ8MQA36gm2MIQl89rA6XQCROGWJI2NjW3D304Wzx4ViMzyfzVbX4RInOvB0ujscjBNkupisu1OqqyhYfHchaZik7yQXM/8py4VqGCpXwhhbt+x8Yd11alf7qsRPGi2uU64rPXh++adOmDz744Atf+EJnZ6fb7Z6YmPje975XXFzc1NR03333VVZWjoyMfP3rX0++tCHdzp07v/Wtb01NTTkcDp1Op9fr+/r6mpqaspZpa2tbwR88bzY05GmWFJALdCR66lMPdLRVKZRLmi5YoZJubK88/elv7xr+E7HAb3+v1yuRSNLvAxoaGpJKpdXVCzYYr9erUKzAb3mPx6NU5u9KQhxAN8cNjyBgoAE30M0xBKHnzZTRbDDZKJrZ0KRTZ7oBZ0g/s6Ft3SJ7KCjU2JzuQo0KoXyfofJ4vCj94fe18LdhRXD+UqnFcWGUASH0i726nf/d/9bB6R1by8Wisz9UJEodPT5nM3r+ck97cuF77rnH4/EYjUalUllefnaBn1tuueWTn/ykw+EoKSmJ3x+xcePG+Et79+5NbBufIRIh9Ktf/Wpubk6r1Uql0htvvDF+h8UjjzyCEIr/f2FhYXqZ3L4LOTOoN66vrWC7FuACTT/9qlzAKylTZy96TkmZZsromnrqFd09N6a/6nK5brjhhjvvvPOzn/1s8vOvvPLKa6+9duutty4yyvC5z33uT3/609JrspCbbrpp3759JJl5mH9kZKSmpmbt9jhWQDfHDQwxYAi6OYYg9PwIRyLTZvuGtmaE0PHu/iu2bEgvQxBZLiHXVZaNjEyeHWXIu8TN4QyT9AAsg0AgjERjQlwnP+LCHRMIIYWIPPSF9Z1y3nP/N7D/zYl3D0+/8ebEs3/sb+QzR7/YrpWmpqtUKtetW5cYYogTCoWlpaVLXJaWJMnKykqpVIoQkkgkyZM4nFeZNaGuvIjtKoALZ/jViw012uzl5muoKTD8+s8ZX/rb3/5211137d+/P+X57u7uL37xizt37ryQWp6np556aqEhBoTQE088YbFY8lANLoFujhv4DIkh6OYYgtDzw+7yFp2bu1EoyDyjYdapcHg8HnXugoL8DwMnakdRFJ/E9MR4ZQn4/Ggslr0cR3GnDcmF5H9/ov6HV9ccmnRbfLECKf/SuoYSeeZ+Ds7LrM3ZUFHCdi3AhQjOWEJzds368uxF59MUKEOnp4IzFkllccpL+/fvf/LJJ/v6+rq7uxOX/IyOjprN5rGxMbVaHb+WwWw2v//++yRJXnrppbFYjKKokpIShFAsFnv33Xd9Pl9nZ2fyVQ96vb67u5sgiO3btxcXnz3owMBAU1NTenm/3x//RywWO3TokM1mq6ur27x5c7wmbre7r6+PJMn4SGLynhEiF98ztqCbA8B50M0xBKHnR0mBpvdod2lhQSQaiUaiGctk/SIzEomIz625kP+B4ETt+HwyRuF7bryCotGIaIFFNHCwVr9dX0ihjP/xtoLPbyu5qaMAhhhWSiHMyLpm+QYmlYWqpV2gMw9BIGWh0jeoT3n+9OnTtbW1Uql07969r776auJ5g8Hg8XgmJydNJhNC6NixY/fee6/f74/FYg8++OCTTz75xhtvIISCweCDDz5os9kIgvjWt76VmBj1hRde+NnPfiYUChmG+dKXvjQ0NBR//v77789Y/rvf/S5CiKbpe+65Z3R0VKVS/fWvf/3hD38Yr4nP5xsfH7fZbOl71o+PLb5nbEE3x84F/F4Aaxx0cwxB6PlBkrydm9YPj4zPGOZ2XdSRuQyBYgsvqYAQGtXPNNed/c6DhWsZFnwALlA0FuMvfOEt53HnWgaQO95ASC1f0sSBYLUJmx0iwQUOJooEZNhkT3ny5Zdf/shHPoIQ2rFjxyOPPBIIBOL3BO3evfvtt9++9tprW1tbaZr+z//8z5/97GfxCwSuv/76m266qaqqCiFksVjuuuuu2tpahFBDQ8NvfvObbdu2IYReeeWV3/zmNwKBACGkUqkOHDiwbt26RcrHzc7OonOzpezZs+f+++8PhUK7d+9+9dVXP/rRj8aPmLLnQ4cO7vnULVn3jCHo5tiBeRnwA90cQxB63kjEoq0di03uuLGl4VjfSGd75jKxGBUOhaXis1NK5XkcOBqNSpK+dYdB6BVB4P1Gcu1aBpALwjwupQNWFiEUXPCpBMMgnmjeBUFer7evr++iiy5CCPF4vF27diWWgE1mNpslEkniHgShUHj11VfH/11SUhI/sUcIlZWVOZ1nl0363e9+JxAITCbTiRMn3n77bY/Hs3j5uKKiIovF8uyzz5rNZoTQT3/6U7FYnFKZlD37fT6EEC/bnjEE3Rw38Wt3lzgVEeAG6ObpeASBEOJxtx9A6KuHRCQsK9SMTc6kvxSLUUdP9+7Y0JJ4RiYWBYKhvNXNaLZVlcIUHmAlwbUMILu1O28lEJcVBsMXeHNdMBwTlRYmP7Nv375QKHTrrbfGH1IU1dvbe8MNN6Rs6PV6U5aZLCwsjK8OmzwKQBBEYiak55577uDBg9XV1fGT/7m5ubP1X6B84tVnnnnmpZde+u53v+v3+2+++eb4dRbJUvY8YzSqxcJSpXzxPWMIujluSqRiiVgkgjMQnEA3T6eRiKs1SrWYs2sSQeh54/MHjVZ7k65ykTJNNRVTRvPx7v7a6opCrRohRFH0uH7G6/NesWVD8mIEzbrKM2PTrU21Oa83Qgghh8vdXleVeLjaBqBfef3gRZ2t5cWFGR+uWphfywCjDCC7QCiMENzXtyapNjR4rC4qRpP88/ucQVG0x+pSdjQkP/nKK688/fTTyYuz3H777dPT0ylTJ5aWlsbvZUjQ6/UpS7ok6+3tfe+995566qn4X7WDBw8mRhkW53A4/H7/nXfeeeedd3o8nq985SuVlZWJCSkX2vO6ktX+Z4kV0M2xE6OK4TpqzEA3T8cjiHKlnO1a5BCEnh9Ts+YXXz9YqFEtPsqAEKopL6kuKx6fnusbGEEMQ/LIptpKjbIupZhELAqH8nctQ+pEDKvgq5fRCUNFWZFUIkYIDU9M11aXJYYVkh8mF1ttCLznt4ABTpCdltN/gLmNr5JrNjWbTed9O4B5zqnZ1CxQfxj9wMCATCZLGSy4/vrrX3nllZRtlUplTU1N4mYKg8Gwb9++RY7l8/kKCwvjAwE0TSdPKrk4l8v1wAMP0DQdP2hhYSFFUSjp2oQL3jOGoJvjBhLHEISOIQg9P2iGuevm65ZYmCCIhpryHRtbd3Su37phnWaBjGRiUTgcWbk6LshstVfNvy5gNVzK8Le3DhuM5pUqxorV8DayCK5lANnN2Z0KaRnbtQAXqO7+2/vveKisQrv0698YBo1OWFuf+ffkJ19++eW9e/emlLzmmmtuvfXWe++9N+WazAceeOAb3/jGgQMHBAKBxWK54YYbRKIFr0ft6up64YUXvv71ryuVSpPJdM011zzzzDOHDx+++OKLs/xodXW7du367Gc/u27durm5ubKyss7OToRQbW3to48+et111+3atevC9owh6Oa4gcQxBKFjCELPj9rK0nBkhUcENq6rP9wz1NnWvLK7TTc1bbxye2fyMyTBo2mGx+qEJV/9l0+vYDFWrLYbT/KMOHTo4CWXXMpuJQbHpx597uVtV+5MPHNxk665RMtilUCyUCQqxni5Vw44esW9GpezqWmpnzNGRuacGu3WA49d8BEtFktxcfH09DRBEFVVVT/5yU927Nixc+fORTaZm5uLRCLV1dUEQfj9fpFIxOcvaRjU7/ebzebCwsLEZBA0Tev1+pKSEplMtpw9YwW6OW4gcQxB6BjicOjxixZpmqYoKhKJRCKRQCAQDod1Oh0r9QlHIv/32ju3f3zPCu7z/e6B+voa8cLf0yyf1eYIh0KtdfNufR2bNpJicYFaudBWF8ZsdRRoVBaH0zBrFouEjbVVUonYHwiNTEzFKLqkUFtVXpI4MY8X5vNJhNDDv/rdNbu2drQ0xl9KfphcDCEUDkeGJw3+QFCrUtTrKhMLScaL2Z1u/cycVCrWVZQpcnzPoMfn9zpdLfU1OT3KEp04cYIkSblcLpPJJBKJSCQSCoV8Pj/+HWH6aIg3FH7heH/iYe97H9x547Xt5zNLyODgAHzUBtmNGEwd9VXZy4HVauMff3D4ojukYltldfYpCWambVNm7859jy/niPfdd99XvvKV+JUFo6Ojx44d+/KXv7z4JmVlHw6CxEcHlkgmk9XVzbuhkcfjJT9zwXvGCnRz3EDiGILQMQShrzb+YEiWNImAPxAy2Z0apVyryjB9xpb2dW+f6N3SuT5HlWEYND41s2f7ppTnywq1A1PGFR9l+O1L+5VyqcfrLy8ttNidz//1wJ6dW986fKKmskwoFLz2j8OVZcV3fmpv/BqKZ1/8+w17Ll2X7Sw9udikYe5/n39Vq1YXaJSzJitC6O5bPhb/KX770n61Um51OKvLS70+/+9m9n/u5r1N9dWL73w5rHanDu+JwGCUAWTXVptlJhuwyomKNVte//mxa77iC0aaGkp5ZOYJWWiKHh41zblC2978L1GxZjlH/OlPf/pf//VfTz/9dDgcFovFDz/8sFQK88ytatDNcQOJYwhCxxCEvqq8e7znT/ve/e6XbivSqBBCR88M/uOD0+vqqqeN5oqSok9ek3rJJ0nyGipLJ6dna6srclGfnoGRLeub0p+XScWBYGDFD0fTNI2Yr33+M/Evz//v1TdfffPQ52/5eHN9NUIoEAz9+PFnewZHN65vQghRDB2feGtxiWI0zfzupX2XXLTx6su2xo/125f2v/jaW5+/5WPxh4FQ6L4v3Bq/uuHNQ8f+8sbBf/t/t674z5jg8fjUDbrc7X/1g9kfQXZnxqbZrgJYLvk63SUnnvVVVb797pB+whIORpNfDYUi+gnL2+8OBWqqLjnxzBi53BvJSktLf/jDHz7++ONPP/30Y4891tDQkH2bfPGGI/QqmDx5tYFujpvu8ekolf0DHOAS6OYZRSiKw4sZQ+h5QxA8coFvceLe7x6w2F3rG6oZmkYIRWOxN4+c+vqdN3/iqku+cvuNVodres6SvpWuoiQcDDlcnhWv8PSsqUitUC8w9ySRmz6xoaUxcX1+W3OdSCRsPndBgVQibqytNlpsF7bnmTmLLxC64uLN8Yc8Hu+qnVtGJqYTM2h2ta9L3EDRvq7ebLPTdA47PgGzP7JdAbAGdDatinuKwDIJC1Vdr/yH84O+qV8+P/LGMT6fFMvFCKGQLxSLUcV7tmz6xf2abW0Ioc4CFduVzRWDyzvr9sqEgvayIrbrsrpAN8cNKZN0G82dFSV8HnzfgAvo5um84Ui/yVYsl9YVqNmuS05A6HkjFPA/85HdixTYvrEVIfTfz/8t/nDaaGnUVQgFZ8/FutqaBsamqsuK0zfc0t78zvEeAV+3glMJmCy2aDDU1rrgl0B8kkdR9OLjJhdAJvlwjgmxSCSYP0+WRCyKxagL27PD5daoFMkTbxVr1QzDuDy+kiItQkgukyReEgoEDINomuLxcnIuzDAMf6XfujUHRhlAdieH9ZubdWzXAqwMzbY2zbY2JkYFDeaQ0YYQEpcXSqpKiHMT5yBOJx6IRBBCYeoC/4ZxGIdDBxkFozGEUIyiYZQBH9DN04ViMYRQ6EJPbFY/CD2feOfz69Tl9asVH84VpVUpJmdNCxW+rKvj4Kne6oqyAu0KDIdNzZpiwVDnwkMMCKG6ytLZOUt1ZenyD5cfPB6Pmv/pLkbRCCFWVsowmq01mQaMsAKfLUB28PeJewg+Ka0t117cob24Q1pbnjzEgCBxLEHouOFhfiknlqCbYwhCX7UIAiXfqUMzDIEW/LVMEOiyze0Oh3N0wrCcgzIMOtM/LCTQ4kMMCKHSQq3d5VrOsfKsuFDj8nj9gVDimVmTlc8nNaoVnsNyKcwWe3kx1lM/IhhlAEtxenSK7SqAvILEMQSh4wZmJ8EQdHMMQeirlkapcHq8iYcOl0ezwBQJCZtbG8u0ymMnez0+/wUc0Wy1HzvV29Gga9YtaU7QHE3NcAEkYqHbG1joYVxpUUF5SdFL+9+J33PhCwT/euC9TW3N/PlfpOUHkWF1SOzAKAPIrr0OJijGCySOIQgdN3AtA4agm2MIQl+1qsuKx6aMwVAYIcQwzAdnBtc36rJuVV5ccMW2TovZeqJ7wO50L/FYsybLie5+KhK5anunSrHUJb1VcqnbeyHDGQsRCAQCgSDxUCjgi4SC+QX4wnMFRHxBYtaGi7s6/vrmoYPHutMfJhe7/abrbA73A//x6x899uxDjz6tlMs+dvVlCx2azyfP6w6XpfMFgiqZOHs5roN5GUB2IwZTqy4nK+iA1QkSxxCEjhu4lgFD0M0xBKGvNiRJkiSJECJJ3t7d2//jf/6kqyg1WmwdzXXlxQVL2QNBoE0tDQyDRvSG7pk5hkAFGk1pkUYoFCYXC4RCc2a71+tFDNJVlOzesuF8q9reqHvv9MDG9nXnu+FC7r3t48mVrK4o/frdn0ku8JHdFyfuGrn39htForOFN7WvW99UR55bISL5YXIxrVr51X/5lN3p9gdCapVcKf9wPCXl0HKZ9PtfuztHowyj41MXb2jJxZ7XFhhlANnVwmz8mIHEMQSh44ZACIYZcAPdHEMQ+mpzx8evTizcsHFdfVuDzuZyqxRyiUi4+IYpCAI111Y111YhhCx259TUbCQWoxmGJEmKongISSViXWmRpvHCFxnh8Xg0vZILHqeMgyCERPN/6uS7G1JeWuihKO19K9CoCjSpa6VlPfQKYmiGlds0VhsYZQDZGW2u+grcJ0rFCiSOIQgdAM6Dbo4hCH21SVkbks8nSwu1y9xnn+OEWQAAIABJREFUcYGmuECzzJ1kVFtZajRby0tgrGqprHZnZQnu8z7GwbwMILsCVZbZaADHQOIYgtCxA/My4Ae6OYYgdLAcNWXFRpOV7VqsJdMzc/VVZWzXYlWAUQaQnS9pVRiAA0gcQxA6dmBeBvxAN8cQhA6WSSYS+qEVLU0oHJEIhTCGHwejDCA7uLkINxxOXMjnI4T4uZnvZ03jcOggIx6PIAiChL6AE+jm6QQ8EiEk4G5HgNDBMnWtbxoam2S7FmtD//DYptYGtmuxWsC8DCA7PsnZv74gIw4nrtMoxQKyQCJhuyKrDodDBxlVyWVKmUQAueMEunk6tUTUWlIoFXL28zCEzkkURQdDYbns7IcZmmb0s6ZgKFxVVqyUS5NLLvLSEpEkT0SSoXBYLBKtQNW5KxqNCklSKODsL5PzBW8EyC4QiqDUuVoBl3E4cYIgyhRwk2oGHA4dZBSJRKUaJdu1AHkF3TwjpThXU82vBhA699hdnl//319LCrX/ctO1CCGXx/ezZ17UqBRKmfSZv7yx9/JtO7s64iUXeem8XNTedOTMUOfKLWnJST2DYzs6mtmuxSoCowwgO61Slr0Q4BBIHEMQOm4gcQxB6BiC0Dlmcsb0qz++2t5cFwienSvhT/vf3bVlw+5tnQghjy/ww1//vr2xVqNSLP7SeRHw+XweEQpHxDlb/XGti0QiAh4hSlsvE2dwGRXIbtbqZLsKIK8gcQxB6LiBxDEEoWMIQucYuVT8tTs+2bW+Kf6QoujhScOuLRviD5Vy6dYNLd1D44u/dAG2dqw70z+y7OpzVnff8NYOuNZjHhhlANnpymDdV7xA4hiC0HEDiWMIQscQhM4xRVp1SaEm8dDqdBVqVLyk6UurSouMFvviL10APknWlBUZLbCqZQYWq6OkQCPgwy0C88AoA8huZNrEdhVAXkHiGILQcQOJYwhCxxCEzm3BUEQmESc/I5dK/MHQ4i9dmKaaCr1+loFVkNNMTM+0N+rYrsWqA6MMILv1tZVsVwHkFSSOIQgdN5A4hiB0DEHouGEYhiCI831pibZtWNc7OLqcPXBP3/D45hZYvTIDGGUA2Z0Zm2a7CiCvOJw4RTN6hycYjbFdkVWHw6GDjE6PGzyhMNu1AHkF3Twdg5A9EIxQFNsVyRUIndtkEpHXH0h+xhcIyqXixV+6YGqFXMwX2B3u5eyES5xuL0kzBWpYsCkDGGUA2XU21bBdBZBXHE5c73SbvL4h8wXel8hhHA4dZCYRDpjtUe6eXIF00M3TOQOhUatTz92zJgid2wo1aofbG419+N3J5KypsrRo8ZeWo6utcXB0IhaDb2sQTdODI+NbN8Ckj5nBKAPI7sTwJNtVAHnF4cRjFIUQohDcVZiKw6GDjKIUjRCiaOgLGIFuno5iaIRQjLsdAULnNh6P6Giu23fwWPyh1ek+1T/aua5h8ZeW6YqtG0+eGVz+fta64939l21uZ7sWqxdMhgmy62quZbsKIK8gcQxB6LjhEQQNk3hhBro5hiB0TuLzycSKBjddvfOx3/3l9MCYUi41Wuy37L1CLpNkfWk5REJBa3318NhUcwO+V8qM6WeaqiskYhHbFVm9YJQBZHdmbHpDQzXbtQD5A4ljCELHDQwxYAi6OYYgdE5qrKnQVZTE/y2TiO+/69NWhysUiZYWzltPcZGXlqmiuMBsc85ZbGXFOC6VarE66EikplzHdkVWNRhlANmtr61guwogryBxDEHouIFrGTAE3RxDEDpXpQwZFGnVC5Vc5KXl2NTa8O7JXgHJLyzIyf5XLbfXP2e2XLqpje2KrHYwLwPIbtRgZrsKIK8gcQxB6LiBIQYMQTfHEIQOcueyze0TeoPXF8helCv8wdDA0DgMMSwFjDKA7KpLC9iuAsgrSBxDEDpulrVmOliboJtjCEIHOXXFts7egeFgGIt1kaPR2Mkz/Vdt38h2RdYGGGUA2Zm5u8ITyAgSxxCEDgDnQTfHEIQOcoog0JXbN53s7g8EQ2zXJbdC4fD7J89cvWMzjwenz0sCbxPITqOQsV0FkFeQOIYgdOwQcDUDdqCbYwhCB7nGJ8lrLr6op3/E5fayXZdc8foCJ88MXHvxRSs4gybnwSgDyC4YjrBdBZBXkDiGIHTswLwM+IFujiEIHeQBj0fs2bHJMGM0WWxs12XlOZzuweHxay7uIkk4cT4P8GaB7HgEtBO8cDhxuVCIEJLAUHQaDocOMhKSPAHJE5Ak2xUB+QPdPJ1EICAIQibk7B8FCB3kzcWd6512l35mju2KrKTpWdOs0XTl9k4CLgA8T/CrB2TH58PHULxwOPEKtaKrqnR9KY7LOy+Ow6GDjKqUis6KEpIHH5swAt08nVwouKiqtEajYrsiuQKhg3zaumGdhEccPd3HrP3L5RgGdfcNEzR1ced6tuuyJsEoA8jOGwiyXQWQV9xOnA/T9mTC7dBBOq8/wINvZjAD3TwjbncECB3kWaOucltb03tHT6/pFS7jcz22N9Ssr69huy5rFXzaBtkVqhRsVwHkFSSOIQgdN5A4hiB0DEHoIP8UMul1l140Njk1OT3Ldl0uxNTMXP/Q+J5tmzRKOdt1WcNglAFkZ7Q52a4CyCtIHEMQOm4gcQxB6BiC0AErCIK4bHO7Uix6/0SP179mLqjxB0Lvn+iR8snLL+rgwR2Fy8PZ2W7ACqorL2K7CiCvIHEMQejnyxum+DxCIkgdrH/rrbcGBgakUulNN92kVCovYM8GgwEhRJIkQqi8vHyJW504caKrq2vpR4HEMQShYwhCByyqrSzVVZScGZoYC4Y2tDat5vN2hkF9w2NUNHbVto08uLV2JcCbCLIbnOLUbLEgK0gcQxD60rlD1N7nhqt/fLL0B8c/9+fxKPXhHFdHjhxxOp1f/OIXP/axjz3++OMXtn+pVCqVSmdmZmZmZpa+1fvvv39eR4HEMQShYwhCB+wiCGJjS31nk+746d6JqVV6A8Xk9OzRkz3rayt3bm6DIYaVAtcygOza6yrZrgLIK0gcQxD60t23b8qCeHfd1kFRzBv/mHzkkPEbuyriL7lcrpKSEoSQVqv91Kc+hRB644039uzZ43K53njjjZtvvnlkZITP5+t0ut///vfRaBQh9NnPfra/v7+3txchND09/eUvf9nlciWORdN0csmenp7p6WmXy8UwzC233MLn81966SW73a5UKs93Qm9IHEMQOoYgdLAaKOWyq7Zvsjpcx0/3SWXS1sa6VTLp6tSsacZoaq2r3rBjE9t14RoYrQHZnRqZYrsKIK84nHggGu2ds1p9a+YWwbzhcOgr7o0R1+bOUh6PEAh4HR3Frw27Ey/t2bOnp6fnRz/60R//+MfCwkKE0MzMTCAQOHr06NDQEELonXfeqaysHBoa6ujouPPOO0tLS0dHR9vb2z/zmc+sX7++oKBAKpXa7Xa73R7fYUpJo9EYi8Vuu+22pqamo0ePnjp1iiCIu+6669JLLx0YGDivn+Lk+IzR7Vu5dwWsAdDN01E0M+X0eMMRtiuSKxA6WD2KtOortm5sqCg52d03MDJJUTRbNaFpenBUf/xUX4lSdu3FXTVlxWzVhMPgWgaQ3eZmHdtVAHnF4cRnXD5/JDrtchfJJWzXZXXhcOgrrkQhsDtDSoUQIeRwhipUgsRLfD7/nnvuQQiNjIw8+OCDjz766LZt2z744IOZmZmuri6j0UjTtFAo1Ol0f/nLX06ePDkxMRGfecFkMr322mvf/OY3U46VXnL9+vUIoYKCAr1ePz4+fu211yKEysvL6+vrz+unYET8aZenQCYR8cllvR1g7YBuns4ZDM15fIFotKW4gO265ASEDlabIo1q99aNbq+/b2g0EqNLirSV5SV5O/qsyTJntgpJsq1Bp4YlJHIJrmUA2Z0YnmS7CiCvOJw4w9AIofO7shwPHA59xf3gqqp3Dk4dPTV35Jjx5Km571xekXjp6aeftlgsCKGmpqby8vJgMNjS0jI0NETTdFdX1/PPP9/Y2IgQevbZZ6+88so777xzx44dCKFgMPjrX//6q1/9KpF2CWlKSYRQchm1Wm0ymRBCFEWZzebz+ikomkEIne99FmBNg26ejkHxjsB2PXIGQgerk0ohu7hz/eUXtSskotM9Q6d6B+fM1hz1RIZBcxbbyTODp3oGpAL+7os2XLKpDYYYcg2uZQDZdTXXsl0FkFeQOIYg9KW7qlF94F9an++xCXm8577YodOIEi9df/31P//5z7du3ep0OmUymVQqRQgFg8Gmpqbi4uLTp09/4QtfQAg1Nze//PLLarV6ampqdnZ23759crn8xRdfjO8h+VgpJSsqKpJfvfLKK3/6058ODQ1ZLJbzXc+CRxA0h0+tQCbQzTEEoYNVrqqksKqkECFkdbjGxib9oXA4GisvK6osLVnm3A12p9totvIQwVCx8pLCXV1t6UP5IHdglAFk1zNu6KivYrsWIH8gcQxB6OelvVTaXlqd/nxZWdkPfvADk8kkl8sTp/1f+9rX4v947rnn4v/YvXv31q1b+Xy+SCQKh8MikSh5J1u2bEl+mLFkU1NTU1MTQuihhx5yuVxKpfJ8p8WGIQYMQTfHEIQO1ooirbpIq0YI0TQ9OWvuHxyhGQYxiEaIz+erlHKpRCwWiURCPp//4QlsLBYLR2KhcDgQCrndvlgsxkOIQYjkEcVa9fa2Jlgzgi0wygCya6lZ6oLtgBsgcQxB6CuFx+PFJ1BYnEwmi/8jZYjhAkqq1erzqeBZcC0DhqCbYwhCB2sOj8erryqrrypLPBONxawOdygSdXh9wVA4GqPi9zkRiBDweRKxWCIWaSTixvISoQDObVcLSAJkNzZrhr9SWIHEMQSh4waGGDAE3RxDEDrgAAGfX87R+Vk5DK4hAdlVQcfGDCSOIQgdN3BzKoagm2MIQgcAsAJGGUB2FqeH7SqAvILEMQShA8B50M0xBKEDAFgBowwgO7VCynYVQF5B4hiC0LEDU23jB7o5hiB0AAArYJQBZBcKR9iuAsgrDidOEDyEEAFXi6fhcOggs/i8DNAVcALdPF38zwGH+wGEDgBgBYwygOxgdVnccDjxQpmERxBaqZjtiqw6HA4dZCQX8NUSkYgk2a4IyB/o5ukUIqFMKCiQSdiuSK5A6AAAVsAaEyA7WBUGNxxOXCsVb6kuy14OPxwOHWRUKpcWKOVs1wLkFXTzdCI+2V5WxHYtcghCBwCwAq5lANl5/EG2qwDyChLHEISOG0gcQxA6hiB0AAArYJQBZFekVrBdBZBXkDiGIHTcQOIYgtAxBKEDAFgBowwgu1mrk+0qgLyCxDEEoeMGEscQhI4hCB0AwAoYZQDZ1ZUXs10FkFeQOIYgdNxA4hiC0DEEoQMAWAGjDCC7wSkj21UAeQWJYwhCxw0kjiEIHUMQOgCAFTDKALJrq6tkuwogryBxDEHouIHEMQShYwhCBwCwAkYZQHanR6bYrgLIKw4n7gwGjxuMeqeb7YqsOhwOHWR0YnJ22OJgGIbtioD8gW6eLhyj+k02iy/AdkVyBUIHALACRhlAdpubdWxXAeQVhxO3eIMUjeywslcaDocOMuOTzmAoTFFs1wPkD3TzdN5wxBuOcPiPAoQOAGAFjDKA7E4MT7JdBZBXnE6cOfs/MB+nQwcZ0PGrGKAz4AS6eTqG638UIHQAACtglAFk19Vcy3YVQF5B4hiC0HHDIwi2qwDyDbo5hiB0AAArYJQBZHdmbJrtKoC8gsQxBKHjhoYZGfAD3RxDEDoAgBUwygCya9VVsF0FkFeQOIYgdNzAtQwYgm6OIQgdAMAKGGUA2U0YLWxXAeQVJI4hCB03NA3XMmAHujmGIHQAACtglAFkV1GkYbsKIK8gcQxB6LiBSxkwBN0cQxA6AIAVMMoAsrO6vGxXAeQVJI4hCB0AzoNujiEIHQDAChhlANkppRK2qwDyChLHEISOGwIuZsAPdHMMQegAAFbAKAPILhyNsV0FkFccTpxH8BBCcHaVjsOhg0XAWANWoJunIxCBOH0DEYQOAGAFn+0KgLWAu399QWbcTbxCJQ/GYmUKGdsVWX24GzrISCMUSCQiEZ9kuyIgj6Cbp9FIRKUKmZbDX/hD6AAbDn8wGIlWaJRsVwQgBNcygKUQCwVsVwHkFYcTlwoFHWVFRXIp2xVZdTgcOsioQCapVCnYrgXIK+jm6UgeT6dVKcVCtiuSKxA6wMcZg/n9iRm2awHOglEGkJ3L62e7CiCvIHEMQei4gcQxBKFjCEIHq5Y/HBkwWmM0vVI7pBkG1mhePWCUAWRXrFGxXQWQV5A4hiB03EDiGILQMQShg1Vr1OI8rjfOuXxsVwTkRK5GGRiGsbs8U0bzlNHsdHsZGFhaywwWO9tVAHkFiWMIQscNJI4hCB1DEDpYteqL1BurSkpVMFUWN6387I+BUPjF1w8e7xmSSsRyqZhhkNcfiERjl2xu+/iVl/Bhoqk1qKGihO0qgLyCxDEEoeMGEscQhI4hCB2sWgqxaENVKdu1ALmy8qMMP3/2z/VVZT/52l0yqTjxpMvre3H/u0+98Nr/+6cbVvyIINcGp4wd9VVs1wLkDySOIQgdN5A4hiB0DEHouInRdDASE/J5Ij4/StHvjxtsvsCuZp1WNm8hFZphApEojyCk2eYHpRkmEI7ySZ5YsNhpY/y4YgEpIOd9oxyIRGmakQgFJO/81juhaDoQiQkWPW78p+DzstQNIcQwTDAaoxlGJhQsvoRzJEYJF/5SnEEoGInSDCMRZP+J0ne1xHS4YYVHGQxzFoqiPnXd5SnPqxXyO2+87huPPOXx+ZVyuDBmjYG/T7jhduIxmubzYEqaVNwOHaTrqK9iGGbxD1uAY6CbZ0QzDI+7HQFCXxHDJnu/0frRjc3JJ5bvjkwRCO1sqkk8QzPMK93D68uLmkoK8rNJciU9wfCxydk5t49mGISQQiyUCAUOX1BXqE4eSvCFIiemjAaHJ15MKhS0VRS1lBUl78rqDRwYnPhIR9Ow2T5sssUoGiGklIjayosbS7TJxd4e1l/dWtc7a5m0ueI71MokndWllRrlsMnWM2MJRKIIIZJHlKsVXTXlSokosbnJ4zs4Mr23o1Fyrnpnd7i+fsBoHbc6KJqJH7e9orihWJtcw2AkemJqbsrupmgaIaSRii+qrciYHUXT3QbzqNkRjsUQQgKSbCjWbK4pI899FIwf9CMdjeMWx8CcLRSNXdZUoytUp+wnRtNnDOZRiyMcjSGESB6vSqvcXF0mT1qhZpFdLTEdLlnhUQanx1dRUpjxJR6PKCvSOj0+GGVYc04MT3Y117JdC5A/HE7c6PFNOzxKiah1/t9mwOHQQUZHJ2f4AsHGimKSu+dXIAV083T+SLTfZCtRyGo0SrbrkhMQ+orgEYQ3FDa6vFXas+0kRtHTdjea/9WF0eX1BMMEIvK2SYI/HN3XNxaJUc2lBVqZJByNjVmdFo9/XVnh1qTTb1848lrvaJSiGoq1aqk4HKMmbc5jk8YoRXdUfnhzjTsYisSot4YmfeFIS2mhWioORqJjFseRcYM/Etl47jYHdzAUjETfGtbzebxNNWUyocATCg+Z7P8YnKwtVE/aXNVaVblaIeSTDn9waM72pn/i+o7GxHUH7kA4GIkGorHEKEN8h28PTVI001FZohCLQtHYqNl+eMzA5/ESZ/5Rin69f9wdDOsK1RVqBcOgKbvrwMBE+hUNDEL/GJycc/viJRFCc27f4JzNG4pc0VKbfNAjY4ZZl7dSoyyQS0tV8pT90Azz5sCExeOv1qoqNQqSx7P5AiNmh9njv669QS4SLr6rJabDMSs8yqBVKQwma8aXaJo2WuwaJazOvfbA3yfccDhxbyiMCBSIRtmuyKrD4dBBRgRJRikqGqPIbBeaAs6Abp4uEI3SDOOPcPaPAoS+IqoLVB9MzOjtrsT5v8lz9ktps9tXcW6ISm9z8QiipkCVt00S+o2WUDR2ZWtd/FwaIdRSXvS3MyMTVuem6tLEXQwWj59B6Lr2xsQl+u0VRa/1jPbOWlrLivjkvCs9vaFwcsl1ZUVvDoz3GMy6Qo066ZIEkiCua29MXH9RrVW90j08aXO1VRRvrimLP1lbqNZIxYdGp4dN9g1VWeYKoRjmho1NiTo3FGtfOjV4ZsacGGUYMFrcwfBFuvLW8rOXYDSWaM8YzN0Gk2T+dQGjZvuc27e5pqytojixN5VEdHraNOP0VCaNLc66vMnvXophk83i8W+qKWs/t5+6Io2uUL2/b/yE3rirWZdcOH1XS0yHY1b4suHK0iKJUPi7Vw94fPOW57U53U/+6bX66nKlXLqyRwR5cHJYz3YVQF5B4hiC0HFDw+JP+IFujiEIfUWI+GSFRmFweOLX5yOEjC6vgCQFJDl7biFGimamHZ4KjSJ+K35+NkkwuX0KsSj5zJZHEE2lBZEY5QqEE0/WFWlu7mpNngWA5PFay4tiFO0IBFN+6obigvklia11lQxCExZHcrHm0oLkWzzUUnGhXIoQWlc67/L22iKNkE+aPdnXrWwpLUw+8RaQvJoCtSsQisSo+DN6m0suFiaGGOI2VJWkz24wanYoJaL180u2lBWSPN6U3T2veucudshozOKUCgWJoYq4YoVMV6CadngSFVtoV0tMh2NW/huML9/2iZfePPSdX/yGT5JyqYRByOPz8wjikq72Gy7fsdBWBEJk0p3S5zk/CMitTUk3gwEcQOIYgtBxwyMIGGjADXRzDEHoK6WuUGNweGZd3mqtCiFkdPnKVHKEkNHtjRcwurxRiqor1OR5kziGYQRk6pfHQpJECMXnI0hIzEISi097gJBEwEcIpZwqI4TK1ak3DmikYrGAb/MFkp9USsQpxeRiocMflInmXVZAICQTCkLRGMpGLU3doVTIRwiFY5SQT1I04w5F6otS3wGEkFQoCCbtn2YYhz9YV6RJmYFIQJIKsdATnHd6X7nwPVM0w7gCodpCdfrpaZlKPmlzOQLBUuWH71X6rpaeDpes/BRoYpHwMx+54hcPfPE79/7z3Z/6yBc+vfd7X77jZ9+85xNXXZq8jOVfDhy+45sPx/97+OnnI5HIO397I/Hfjx59Ov7SXw4cPjE0iRA6NaKnaaZvYiYUiY4YTG5/cNpsNzvcFqdn2mz3+IMjBlM4Eu2dmKEZ5tSwHiEU3/D0yBRF0X2TM8FIdHTG7PYFps12k8NtdXmnTDZvIDQ8PReOxnrGDTTNnByeRAgdH5qIbxijqL6JmWA4Mjpjdnn9MxZHfEP9uQ0j0VjPuIFhmPhQ8fGhCQah06NTMYrun5wJhCJjM2an1z9jdZjsbpvLOzln9QVDQ9Nz4WjszNg0zTAnzh2RQah7dDpGUQP62UAoMj5rcXr9s1bnnN1lc3snjVZfMDw0ZTx3RBSvavxn7B6disaoAf2sPxSeMFocHv+s1Wm0Oe1u34TR4g+GB6eM0Vise3SaYZj4JieGJhmG6R6djsZig1NGfzA8YbQ6PD6jzTlrdTo8/gmjxR8KD+qN0Rj11yPdiWPFNzwzNh2JxoamjL5geNJotbm9Rptr1upwev3js5ZAKDKgn41RVPfoNJPYcHiSZpgzY9PhaGxoes4bCE3OWW0ur8nunklsGI7062djFH16dIo5F8TJYT3DMD3jhkg0Njw95w2E9HNWq8trcrhnLA6X1z86Yw6GI/2TszGKOj0yhT7ccJKmmd5xQ/jchlMmm9XlNTvcBovD5QuMGkzBSLRvcoai6fiGZxvbsJ5mmN6JmXAkOmIwefzBabPd4vSYHe5ps93tC4wYTKFItG9ihqaZUyMfNraMrdTi9FicnimTLd5KQ5Fo74SBoukMrfRcY0u00viGGVtpYsN5rdQXMFjsJvvZVurxB4em58LR6FJaqcHiiDc2/ZztxPDk4q20f3I2EAqPzZodH7ZS3+Sc1RcMDy6hlY7PWhwe36zNabS75rdS6sxYxlZKDehnfUmt1Ghz2j2+8aRW2j02nbGVDuqNvmBocs5q9/iMNlcwHEEI0TSTsZWeHJ5kGNQzbojE5rXSObsrrZVSC7XSoSljaiv1BcZm57VSZuFWqjfZrC5PaiudSGulI3qaYXrGDaGUVur0GCzzWilF0Qu30jm3PxDf8HDv6JTJ5vYHRgxzGVvpqRF9Sis1WOzmc8073kpDkWjPuIFm5vWLD1tpJDq/lXpSWmnyL+HUVjob3/DDVuoNhBK/ElNa6enRqZRWOmN1pLbS2GKtNP5L+MNW6olvGIo3tpRWihBKbqXjRot9fiv1BcMD+tlojOoezdBKozFqXiu1u2ZtTofHl/K7FGVqpYPxX8JzVpvbF2+lDq9/bNYcCIXPNrakVhr/JZxopTRNI4ScXv+c3WVIbaUpv4QnaZrpGTeEo9Gh6TmPPxhvpSa722Cxu3yB0Rlz1laa+CWc0kqD4UiGVjqsp2i6d8KQaKXxDeN/8ZNbafov4XgrPftLeH4rTfwSzthKKZo+20oNpnhjMztSWmmsN72VjpxtbMHwvFZqdXn1c9bkVprplzDVr58NhM/+xU9upd5AaGh6Lr2Vpn9UcHh8s1aH0TavlUaisQytdGy6e3R6UG/0h+a1UofHN2G0JrfSlF/Cya10wmixu+e1Un8oseFUhlYaTW2ls1ZnSiuN/xLO0Eqn53zBkH7OZnN7463U6fWPzZgDoUj/5MxCHxXmt1LvvFYajvRNzCQ+KsSrOmWyIYT8wXDyRwWL02M69xc/sSFFpX5USGqlJo8/OL+VBpf6UcEXOI8PtPS5D7TzWum8D7QprbR3Yia5laZ+oJ2zZv9AO7+VJj7QJrfSxC/hjK3U6fXHW2nKB9qMrTTe2FI+0M5vpfM+0J46F32UokZnzMFQJMPJyUqo0ioFJE9vcyGEfOGIOxgqVyvK1Qp3IOQLRxBCkzangCQTNzvkbZM4lVTsDoaD8+/9MXsLZrrUAAAgAElEQVT8CCFF0vSECCGDw/P3ntE/HO37/dHePxzt/cPR3gODkxl/ZJlImP5kypk8Qoifdv7M52WeUJXk8ZgljG4L0pZ4iO8uvm0kFmMYJmPdUoSjMZphpuzuF04MpPznCYZTaihfeIfx/WR+N0RChFAoMu8NSd/V0tPJkWA4arQ5XR6/xek12p1Or3/CaA2EP/xdmnxifsc3H/7yQ7849PcDif/C4QvpVsShQwcvueTSFf9hzsvg+NTjf3j1C5//58Qz1SqZUsTN+TbXomgsJuDDjbsY4XDiwxa7Mxjmk7yuSliieR4Ohw4yOjY9RzPMxvLirAuAAc6Abp7O6g+M21xKMWenBOZw6PFzTpqmKYqKRCKRSCQQCITDYZ1Ol6MjHhqdNjjcn7po/bjV+f74zI2bWxCD/nxqcHt9ZX2R5vnj/dVa1SWN1fnfBCFk8vhe7xsvVsi211eqpeIoRY2YHSf1xmKl7Jq2hkSxvlnLyak5tVRcU6CSCM6eanlC4QGj9YqW2sSX8GMWx+Exw94NTen3IPytZ4SimY9ubE4Uu66jsWj+HfGHxwyTNuet2zpStn2tZzRGUR/tXBd/OGyyfzAx85ENTQXnjrLQDuPV/njnOqVEFIhEXzgxsKGqdGPa/A7/GJy0+4M3d7XGH8ZLFsgkJWmzOSKEagpUxQrZIgdNiO+no7Kkszr1o6PR5X1zYGJnU01toXqRXS0xndw5ceIESZJyuVwmk0kkEpFIJBQK+Xw+j8dDCGVcbarP4kr8+3//5w933Hhte9N5TPIyODiw8r93fP6g/FxboSj6eO+Q0WqXScRtjbULLT8BVrkJo7W5uoztWoD8gcQxBKHjhqYZBDcnYga6OYYg9BVUV6iesDpnnF6jy6uSiONfWaskIqPLK+LzoxRdm3YZf342QQjFr/+3+gKvdA8nbojTSMWXNs5bArNnxqKVSa7vaEy+2GDO7RswZpi8P5jp7oZwlJKy+k2wiE8ihEKZpvGOUXTyzxUvqZaKL9KVL/+IwUxHjL9ForSLL1IsJR3uWeFRBp8/+JOn/viDr9yJEIrGYj/81e/lMkmzrsrp9j389PM3X7vr4k3rV/aIIA/K0+7+AtwGiWMIQscNQRAMgnkZ8ALdHEMQ+goqUyvEAv6kzTnn9tUXaeNPlqsV41YnQkgs4JelfWeen00QQr0zliqtcmttxbTDHYjEeARRKJdWahTJX1MHItEoRVWoFSn3M3hDmScgtHj8KbMY+sIRXziSfr9GPpE8nlIisnj86S95QmFZ0hoTJI+nkoqtvgDDMBm/rl/6EdVSscUTSH8pXg1N2kQSKZaSDves8LwMFE0npkV991hPRUnh1++8ee/u7Z++/vJvff4zL+x/h6LoFTlQMEpbfFEaPiDlhe3clDMAE5A4hiB0/MBfUOxAN8cQhL6CeARRU6CesrsjMapCc/b0u0KtiMSoKbtbV6BOn40gp5t4guHEFIZ8kucJRSIUXVekba8oXl9elH4SK+LzCYJwBELJT0YpanDOlvHnHTbZA/OnEugxmBFCugJ19jcrl2q0KmcgZHB4kp+ctLkCkWj5/JkXdQVqTzCc8gMyDDNpcy0+D2Xye4sQ0hWo3MHQpM2VXMYbCk9YnSVKWcrymemWkg735PBOrSmjaUvHusTDkkJNgVppdbhKzw3LXZh+c+Crf9N/MOURCfgEYm7bVPy9PVVSwbzhkunp6ZGREalUumXLFv7K3Y0WDocDgYBGkzoqTNP09PR08m1gExMTsVisqakp/jAYDAaDQa12WT94KBSamJhACJEkWVRUtMy9nRdFtiE6wDGQOIYgdNwQBLGUWbgAl0A3xxCEvrLqitTDJhvJI0qUsvgzJSo5ySMomqktynzunaNNQtHYK93DCKFPdrWKBfzt9ZXvDk+92j2c2AmPIORiYX2RprWsKD5Bo4DkVWuVU3b3kXFDbaFGQPIc/mDvrIVe4GtbHo/Y1zsWXyEyFI2Nmh16u0tXoC4+Vyu2rC8vGrc6D45MtVUUV2gUMYqec/v6Zi1SoWBdacH8koUTVucJvdETCldrVUI+6QmG+2YtzkDosuaahYZLUt5bhFBredGEzXV4bNoVCFVoFCSPZ/X6e2csDGK21FZkrfBS0uGenM4HQ/B48941hkHLvAv05IzvumeGujaX3b2rlk/yfP7o28dmr/qfgbf+pVXEP3usJ554IhaL7d6922Qy3Xffff/+7/+uVmcfcguFQu+9996VV165SJmpqane3t4bb7wx5fkjR4488cQTTz31lEwmQwgxDPP4449/7WtfSxSwWq16vX7nzp3n/QMnmZiYeOaZZy699FKGYV5//fVwOHzfffctZ4dLF01b2wZwG4cT55N8hMI8uB89DYdDBxnF+wAJC0fjBLp5OpLgIU53BAh9ZRUrZEqJSCkW8c+d4/B5vDKVwhMKx6cSzOcm8S/D4203HKUomtHKJJUaZfxihyhFWX2B09Mmo8t7dVtDvNj2+iqSxxszO0bNjvhOKtSKtori1/vHRWkzAW+vqxycsx4eM8Qf8ghiXVlh8hwH8TNwEZk6K4FIwBdl+pZXLOBHk/pa+uYL7VAs4BMEkZj+QCTgX72+/r2x6W6DqdtgSrxpFzdUpcxnLCDJa9rq3x+fGTbZh032+JNSoWBbXWViiCHjQZPf2/h+rl5ff2TM0DNj7pkxx59UScSXNdUkT5C5UP2XmA7HrPAoA0EQ/kDo/e6BmvKS5trKnuHxxHSUs2abx+cv1l747WEMg257YeySHVWNdWebhVwmuGqX7u9vjP/ysOm+y8oRQqOjo06n84EHHkAItbW1FRcXv/HGGzfffDNCKBqNDgwMKBSKurq6QCBA07TRaIzFYq2trQihycnJI0eOdHZ2SiQSiqKmpqZaWlpIkgwGgz09PQqFIl4so4MHD/7rv/7r66+//olPfAIhNDExIZFI+Hx+IBCI76qurk6lUsXr0N/fLxKJWlpa4tum7D+9Ysmam5v37t0b//f9998fjUYFAkHyzxUOh8PhsMPhcDgcLS0tEknqxLAX+s7D91144XDiOo2S5DHFcpaH4VchDocOMioWi9RKmSDtwxDgMOjm6TRScUOhRrmEVfHWKAh9xV3b1sCf/zXqzqaaxA3jedtELOB/YtM6hJBIwA9Gou+OTFVplJc1p84meGzSODhntXr98eEJEZ+8tLF6c02ZJxiOUrRaKlKIRQihm7ta0y/7Fwv5e9bXuwIhTygsIMkCmUQ4f5rDSo3yk12t0rQNN1WXtpcXpf9QlzXVJM8HVFOgStl8oR02FGsr1IrkcRClRHRde6MnGHYHwwghlUSklIjSj4gQkgoFV7TUBiJRZyAUo2i5WKiVipPvVkg/aPJ7m7yfK1vr/OGIMxCiGUYhFqVPx5Cx/ktPh2NW+AoNpVx628f2GOYsv3/1wJ9fP/SP90/PmKwIIf2M6ZHfvHDL3it4yxgtHrAEPFEmMcRwFoE6N5b+tvvszKjHjx+/6qqrEi92dHTEhxjC4fD3v/99t9t9/Pjx3/72t93d3d/5zndmZ2cnJiYee+wxhJDD4fD5fF6vd3Bw8Bvf+EZ3dzfDMD6f70c/+hFBEMPDw88991zGWtntdoVC0dXVdfLkyfgzNpvN7/d7PJ7ErvR6/YEDByKRyEMPPeTxeIaGhn7xi18ghNL3n16xjNxut9frFQgEKT/X+Pj4N7/5zZMnT/p8vgceeMDj8Sy0h/Mi4e5fX5ARhxMneYROo5YKYKHcVBwOHWSklIhU4syfyQBXQTdPRyBUmHbuxCUQ+ooTC/gpl7gLSN7iSwLnaBOpUBA/obX7gxRN1xSo0vdToZYjhALhaMqGpSp5lVapOPdXYJGZBdRScbVWVaaSZ+wm6SMCCCEeQaRfGYEQ4pO8lKHt9M0z7nChGioloiqtskqrXGiIIXm3FWpFTYGqQCZJnxAhYzUy1kQmElZqlNVa1UIzPqZvdb7pcMbK3zHR1dbU1XZ2PgKH26uSyxBCQqHgK7ffWF1WvJw9z7gjWmWGNqRWiU2eSPzffr8/4/0Rr7/++sc//vHOzk6E0I9+9KO6urpLL7308ssvRwj94Ac/QAh1dHScOnVKp9PZ7faNGzfeeuutCKFwOHz33XdXVVXZbLZf/vKX27ZtS9/zX//612uuuQYhpNPpJiYm6urqOjs733vvvYaGhpMnT8Z3NTIyghA6cODA9ddfv337doTQkSNH0vcf32FKxZIdOnTIbrdTFHX8+PF/+7d/S/+5Nm3aVFdXF7+nQy6X79+/Pz7IskwOr1/DxTE2sBBIHEP/n733jo+jOvf/z5Ttu1r13rtkW5J7k9xwA4NxowZMDZCEhNR78+UmubkXSLhpQPIjhEDAoWNscMcGV7l3S7Ylq2vVu3a1vc7vj8HLests0fZ53i+//NLOnPKc+cyZM+eZU0B0tgGKsxAQnYWA6GxAxOMihPoUqtxE+05Qn0KFEHLbCQcCB2vVCei6DChe+s3KqOnJCcwhPSEjhjs+oXM8Lp/Qp970PiQmJg4MDFiXXTQYDA0NDVVVVb29va2trefPn0cISaVSvV5vXT3RbvEIhFBWVhb9B0VRW7duFQgEsbGxjsHoACdPnhwaGkIIabXa3bt3P/fcc06TQgj19PRUVFTQfy9YsMBV+gyG1dTUPPHEEwghpVL5wgsvzJs3z7Fc1hzT0tLOnj3raLMPpMY7cb8BUQwozkJAdLYBirMQEJ2FgOhsIE7Iz0mQtgyOqvWG7HipmMfBMEylN8hGFX1yZVZ8jO3aAUCQYa06gfUy+JcpKUIJSbR2yAvzbFxBFLp4sf/Jmd9M/lm0aNEf/vCHmpoaejDMnj17+Hx+VVVVTk6ORCKpqalBCO3atYvP5xsMBlcZWbv3X3zxxfr16/Pz83U63W9/+1vHkBcvXly1atWmTZvon88//7zJdMu2KLaegtzc3KampszMTITQP/7xj6eeespt+q6QSCRmsxkh5Fiu69ev02GampoKCgo8T5OBroHRMpu1XoCoBxRnISA62wDFWQiIzkJAdJZQU5QdJxxqHhzrk3+7dymfQ1ZkplRmpXibGs/FKoaAb/hXnUghkrwMGIbevafgzi2NBqO5pDCewDGVxnjqdE8cZvnhglQ6TEJCwooVK375y1/OnDmzp6eHJMkf/ehHCKEVK1a89NJLLS0tSqUyOzvbMXGBQNDa2lpXV2d7cPbs2R988EFhYeHExIRarZbJZHax9u3b95Of/MT6c8GCBbW1tdXV1U7tX7Zs2YsvviiTyZRKZVZWFo7jdul3dXV5fjUIgjCbzY7lMhgMr7zySkxMTE9Pz69+9Ss68K9//esXXnjB88TtKIreCgA4BRRnISA62wDFWQiIzkJAdJZA4HhlVmplVqpKb9AbzQhDPJIQ+7oqR1ZczLqqkmgdyR98/KtOpIAdP15bXV0TWiMa22Svf7Trmacfth7JlopieM4X/6jvVz+3W3apVyXg4kYz9b25Kb9ZnsUlblnGQ6fTDQwMpKSk2G2yoFAouFyuq50XNBoNhmF2Z3U6ncFgiImJMRgMJEk6nTfhFRMTE1wul8/n+zF9a7kaGhqam5vvuusutVodExMzSVOt1Ld1VxRkuQ8HRAugOAsB0dkGKM5CQHQWEsWi09tnWCwWs9lsMBgMBoNGo9Hr9bm5uaE2DQDCiwsXLhAEIRaLRSKRQCDg8XhcLtfa8XRcDhMhdG1Ibv37nX999NjG260bR3pCY2NDJI1loKlIEx15qlxlMMu15hQxh0M4uS58Pt/pI4beTtIVQqHQaVK0R4DL9Y/Dya7z75f07cpFEIQfXQwIoWhtnwBXRLHiFEUNq7VxQj5n0h7DKCOKRQecUpqTrjWaBIyLnANRBlRzp6j0BgGHQ0xiE7RwBkQHACAkROp7tphLZEq5Tl0MbKa0tPSuu+7ye7IXmjr8niYQzkSx4p3jivZR+fX+kVAbEnZEseiAUy73DtT3DxvNTBu2A1EGVHNH5Fr9tYGR9jG5+6CRCYgOAEBIiFQvA+AUHMeJAKzUMqvEixEyQBQQxYobTGaEkImCnpU9USw64BQMwymKMlugLrAIqOaOGC1mhFAUu9tAdGDymC1U0PKyUAHMy1XiAc2UtYCXAXDP5Wb7ZS+B6AYUZyEgOtuAlyoWAtWchYDoYYjGYKzvGazvGYyIZBFCu+uaJrR6vyfrlFOt3W3D4wFKfNeVZqcFCWimrAW8DIB7qoqc7MoBRDGgOAsB0dkG7my1JyC6gWrOQkD0cENvNO2pb9EYjIliJ+vBhVuyNEazxRwsx7TJYjEFbGyR0Wx2WhC3mR5rlil1hgBZFa2AlwFwz7X2nlCbAAQVUJyFgOhsA8YysBCo5iwERA832obHk8TCefmZ6bGSMEm2aWD0gqzfj8ZEH8kSEZf0/5z06AYWlwbcU5ydGmoTgKACirMQEJ1t4BgGjga2AdWchYDo4YbaYIwR8MIqWYPJZDCZ/GtPlFGWlhhqEyIP8DIA7unsHynJTgu1FUDwAMVZCIjOBlRq7YhcodLoDEZj68Aoh8eJtViyUhNFAn5wMrVYLByS5PO4cTGS+FgJGYDligEGoJqzEBA9mCh1houyviGlhsSxjNiYGTmpnFufcq1DY12jCgxDY2ptUXJ8bmJsbbOsNDWxvndIpTPcXVVsNFsuyvp7xicQQikxopk5aSIe12AyOx5kTtaVJTqj6aKsv0+upBBKiRHNyknrV6jahsdNFsuhxo4FBZkCLsdp0UaU6rPtPXKNXsAly9OSilLiGco7OKG+JOtX6g0CDlmenlSQFIcQclUKjcF4obNvYEKNY6ggKd7R/X2lezBJIsyIlSCE9CbT0SbZivJ8etJfy+CYmbKUpibqTeZLsv5eudJkscQL+TNy0uiZI3aX15qmq0wvdw2kxIis40EohA41dlQXZp1t752Tly7gcpyWwhMLvb6ZIh/wMgDuyUiKC7UJQFABxVkIiM4ARaE/vP0JjmE/f+I+htUMDpw4f+TslZ8/fm9inNRfWcuVqt+/+fGKBTOXL5jhWwq9gyMXrze3dPa0d/drdParXu1DCCEUKxGX5GdVlOTPnFLE43IdE/FvpjQYhqUnJxRkp08rzq8oyeNynL/aMnPgxPmj5+r+88n7Y2PEkzPZI3oHR17Zsm3TqkXzqsqZQ7bKersHhieZnZDPm1NRivlvBQ2o5iwERA8mhxvbcxJjZ2SnWSjqQmffuY6+hYVZtgFSY8RdIgWOYYXJ8XFCAUJocEI9pFRPy0hOj43BMOxEaxeB46unFuAYfmNg5GBjx9rKYqcHbZ8Mjsm6suRwY4eIx101pYBLEs2Do2c7eufkZgxOqDUGY2laIo/jsmNY3zs0Pz8zXiQYUqpPtXZzSSInQeo0FwqhIzc6K7NS0qVihU5/uWsgTSoWcjmuSnGwoV0q4K+eUkDgeEP/cM/YREZsjG3WHAJvGhih+/C948oBhWpEpUmWiBBCDf3DlVkpCKHDNzr4JLmiPI9DEJ0j8q+ut99VWSzhc+0urzVNV5nyOcS13iGrl6FPrpzQ6ngcclCp1pvMAhel8MRCFgJeBsA9owqVOJBfuoBwAxRnISA6Azq9/kZ7F/2HgO9ySOr1ls7BkfF3P9//iyfu81fWfUOjQ6Pj11o6vPUymMzmM1caD5w433Ozr8vncQuy0xNiY6RiEYdDDijVBqORj9Dg8Fj/8NjZusazdY3v87gLZ0xds3hunNSXCcNuMyUI3GAwafX6MfnE0Ji8d3Ckd3Ck9nw9l8NZOHPq6upZyQne9Yiut3QODI/tPHTykfWrfDDYW7Z+eXRUPtHY3sXsZTCaTC+/9bHZHwuYxUslRbmZk0+HBqo5CwHRg8nt04qss/fn5mfuvdpiF0DM50r4PALDMuO+7UiXpCaWpCYihBQa3bBSs2lmGYHjCKGZOWkdI/K24XHHgyMqbZJEyJCsU0tG1VqFTr9iSgGHwBFCFZnf9H5j+FwMQxmMCzosKMhKk4oRQtnxUkWGvnlwNCdB6jQXiqKMZnOqVCwV8qVCfna81FXRRlRaDENqg/GOaUUkgSOEZuemjyg1dlnnJ8Ze7hrQm8w8kuiVK8U8bu+4Mlkikmv1GoMxKy5mTK0dV+vumVVGj6QoT08aUqpbh8amZ6faXl4rIyqNq0wLk+Mvdw0qtHqpgIcQahoYKU5JsDonXJXCrYUMFzaKAS8D4B6R67dqICoBxVkIiM4A5fAHQ7CGVtnxC1drZk3zc97ecK2544PdBwdHxhFCOekpcypKK0sL0pMTbL/knOvqt1BUVXoyn0PqDcaGNtnZusYL15oOnb50/EL9qurZa29b4NWMBk8ytUOl0TZ19Fy81nSpoeXImcvHztUtXzBj3fJqAc/T8RT05am9cPX2RXOTE2I9t9YHWmS99U3t3+bqGqPJTLsY7r19Cdf1t0G3CPi8wpwMn6M7AtWchYDowcRCUdd7h5R6o4WyUBTSGz1a7CD15lAsuVZP4vi13m+HQWEI9StUjgc1BqMPlsg1OqmAR7sYXEEhdORGB73hAoZhCwqyRDwOQohv8yhLloiaBkZd5YJjWFVWyv5rrQVJcQXJ8QkigauiaQxGo9kcJ+STNiYJuPbPTAGXkxIj6hqVF6Yk9MmVc/My6nsGp2endgyP5yTEEjg+rtHFCnm2k1OSxMJBpdru8lqRa3SuMuUQRH5SbPPg6OzcdLXeOKBQLSz4djSKq1IkSYTMFjJc8CgGvAyAe4xmc6hNAIJKFCvO55BIq+fiMBvcnigWPfh8svfwtJK8WEkwxvDbYTZbPt135OtTFxFCZQU565YvLHbxJZzAMAwh+jWLx+VMLyucXlYoVy7ddejUsfN1u4+crm9q/94Da1MS3Q8u8DxTO8RCwcwpRTOnFKk1uoOnL31Ze+6rExcuN7Q++9C67LRkz0ttsVi+OHji6fvu9DyKD2w/UOttlMVzKoXh1MeDau4IjyARQrzoXT0eRA8aOqNpd11zVnxMskSEYZjZYmkdGvMkorW7azCbMQwj8G89s2VpiRRCw0qN3UF6WIG3llgoym2PF0NoVk66dZ0CIY+DELLzFRM4RlEUQ3mnZaZkxUtbhsYONrQnSYRLSnKdFi1NKpaNKTzphBckxbUMjcWKBAIOmZMgPdPeqzEYO0bk1YVZ35QLuyURAsctN93BpINXhUKIIdPStKT9V1tnZKe2DI3lJMTaziJxVQq3FrIT8DIA7gncvrVAeBLFiufESeP4fDHfDzPPo4woFj3IZKQk9g6OvLfj6x89vD7IWRuMxtf+/XlDm0zA425et5J5VH8Sl5OWGEfe+qYVKxFvXrdyydyqNz/ZLesbfOkfH/7s8Xty0pnmlHqVqStEQv7dty1YNGvaO5/vv9bc8dIbH/zwofVTi/M8T+FsXeOaxXMzU5N8yN0TrjZ3NHV0ByjxoAHV3JEYPnd6RgqX8etuRAOiB40+uVLM487L/8bHqtQZvE1BwuNaKGpKRrJtp35AoXI86JslYh5XqdNTCDEn5bhXBZ8ktQZjnPCbqTdyjU7E5TCXN1bIn52bPj0rdd/Vlo4RudOi0SZNaG9Zu0drMAkdVqDMTpCe7ehtGRzNipdiGJYeK67rHqQQlRwjQghJeNyJW8ul0OnFrsfEMWcaK+DFCnltw+Mtg6PLym5phlyVwq2F7CRqn6qAH5EIYUYfu4huxWMEPNx/q6lFDdEtejDZuGpRXIz4ckPLufobwczXZDa/umV7Q5ssOSHuN89udtvbjxEJXI2bzU5L/u9nN88oL1KqNX/816dDo3J/ZcpMnFTy00c33bF4rsFoeu39zxtaZR5GrCjJpyjq86+OTyZ3BigK0YlXlhYEKIvgANXcKTyS8OMSm+EGiB40+BxSYzAaTGaEkNlC1XUPeJtCcowIIepK1wD9GV5rMF7pHkwQCx0PMu9D7MqSZImIolBj3zcD/hUaXUPfMEKIz+EotUw+kYy4mOt9wyaLBSGkM5qu9w3nJsa6yqVPrjzT3qM3mRFCCEN05XJaNAtFJUtEFopq7B+h4/YrVHKtznbJCRoSx7PjpS2DYxlxEtqe5sHRgpsrmybHiDAMXe8don+Oa3RtQ+P5iU7m0HEIQmMwus20LC3pQme/iMuhp3tYcVUKtxayExjLALhnVKGKFdtXeCCKAcVZCIjuL+hP+q+99/kHuw6WF+SIb31HCRwf7DzY2N6VFB/7y+/e78najcyKczmcH3xn3Zuf7j5Xf+O197a/8NxjuLPxpd5m6hYMw+5ZvZgkiF2HT/39o53//ezmpHj3qy3cNn9GV//Q5cbW9u7+/Cz/b9p34VpTZ+9AVlrynIrSuhttfk8/aEA1ZyEgetBIj5WkScXbLzVKeFyN0VSUHO/Uk0vguM2Ie0QS3/7EMey2svzjzbLmwVE+SagNxsLkeA6BOx50/Fhim6wrSwgcW1KSW9ssaxwYIXHcYDLPyk1HCOUmShv7h7ddbFxXVeI4vwAhVJGZfLK1e9uFBiGXo9IbchJiS9MScQxzmktyjKhjRP7ZhQYhl6MzGpMlotwEqdOi4RiGMPSNSf3DBI4bTOaaomy+s+VsCpLjesYnksRChFBGrITA8fybE/pwDFtamnesSXZjYJSDY2qDqSorhR5EYHt5EUKFyXFHbnSuLM9nzjQrPoZLEmXp3w6OI3CMwDGXpXBnITsBLwPgnnRn7kAgigHFWQiI7keqygrnVpadrWv8cM+hQC8WQHPhWvOx83U8Lue5zRs87O27VRzHsSfvuWNMPtHZO6jW6iQi+46KD5l6yPoV1f3Do+evNv3jk92/+t5Dbr8zcznk2qXz39v59bYDtf/xpN82+KCxWKgvvj6BENq4skaj1fk38SAD1ZyFgOjBZEFh1gxjmtZoEnJJHklOy3CyvkzVrfsa3llRbOuMiBPy11aV0GMExHwuPdDU4+8AACAASURBVKnN6UHmZF1ZkiQRbphZptDoMAyL4XPppyuHINZWleiMJqcuBoQQgeOLinP0JpNabxRyOdYOudNcSBxfWJg1OzddYzAKuBzroieuSmFrkoTPdTXaNDVGvH76Nzv78jnkvbPKuTbLqSSIBBtmlCq0OguFJDaJ213eqRnJRSnxXJLEEGLIFMewtZXFtumvrSyh02HQgtlCFgIzJgD3dPRPdtNvILIAxVkIiO5fvnPXbWKR4MyVhiB8+tbpDR/uPogQuu+OpRkpiW7D03iiOIck//OpB/78y2ccXQy+Zeo5j2+8PS5G3N7df+TsFU/CL5pdmRQf29gma2jzdJ6Fh5y6fK1/eLQwJyPSp0sgqOasBEQPMnwOGSfk80gSOVt3ECGEY5htn9bpeAchlxMr5Nt5E5wedJUsgyUYQrFCvlTAwxzCMxeNR5LxIoFdMFe5cEkiVsh3XFfVaSmsJjFPaLXttDvtwEsF/LhbE3e8vDySxDzI1C59u3RcaeHWQlYBXgbAPcVZqaE2AQgqoDgLAdH9i0QkfPDO2xBC//7igFandxt+Mhw6fUk+ocrNSF0yp9LzWB4qThJEjNjJ4lW+Zeo5fB73vjuWIoR2HT5lNLnfDY4g8PXLFyKfdoJgwGQ27zh4EiG0cWWNH5MNFVDNWQiIDgBASAAvA+Ceq+09oTYBCCqgOAsB0f3O/KryytKC8QnVp/uOBi4Xk8n81cmLCKG1y+Z7tYLdZBT3OVOvmFNRlpaUoFCqT1y46kn4eVXlGSmJ7d39lxta/GXD0bN1o/KJqUW5pfnZ/kozhEA1ZyEgOgAAIQG8DIB7phflhNoEIKhEseIGs6VpaEyhDey35UgkikUPIY+sW8nncY+dr2v09zB+K1dutE2o1MkJcVVlRV5FzM9MHVZrgpypV2AYWrlwJkKo1jMvA4ZhG1bWIIQ+//oExbgAu4cYjMY9R08jhDauXDT51MIBqOaOWCiqf0KlNbofLxOhgOgAAIQE8DIA7rnQ1BFqE4CgEsWKy8bk41pd25gi1IaEHVEsegiJk0ruXb0YIfTu5wcMRmMgsjhzpQEhNK+yzNshBTeGRttG5PQmZEHL1FtmV5QSBN7ZO9A/POpJ+BnlRflZaT0Dw2fqGief+9cnLyqU6plTinMzo2TMOVRzR8a1Otn4hGx8ItSGBAoQHQCAkABeBsA9s0ryQm0CEFSiWHF6W2MLZQm1IWFHFIseWpbMnV6SlzU8Jt9+4LjfE7dYLNdbOxFCs6YWexuXnunAvOm63zP1FpGAX1aQgxC66nFPiR53sOPgCYtlUtVco9N/WXvOOj4iOoBq7sjNRsEPg1/CExAdAICQAF4GwD2XmwM11hcIT0BxFgKiBwgMQ49tWM3lkF+futja1effxNt7BnR6g0jIz0x1sl8aMz53qyaTqQ+U5mUhhBrbuzwMX16YU1aQMzQqrz1fP5l8v6w9q9bqFkwvT09OmEw6YQVUcxYCogMAEBLAywC4p7IwGla9AjwHFGchIHrgSEmMu3v5Qoqi3t3+pcmnGQqu6OjuRwgV5WT6MHOBecOwAGXqA8W5mQih9m4vHDT0fhAebk7hlAmV5uuTFwkCv3t5tW8phCdQzVkIiA4AQEgALwPgnmsdsEAxuwDFWQiIHlBWV8/JzUjtGxrddfiUH5PtGRhGCGWmJvoQ1+exDJPJ1AcyUpMQQhMqjdLjtSoLstOrygrHJ1SHTl/2LdPdR07pDcbFsyuT4qS+pRCeQDVnISA6AAAhAbwMgHtgs2W2AYqzEBA9oOA49vjG1QSB7z12tqt/yF/J0msipiX5MqTf57EMk8nUB4R8nlQiQgj1DXm0ACTNxpU1GIbtPXZGpzd4m+OofOLouTouh3PXsvnexg1zoJqzEBAdAICQAF4GwD1dgyOhNgEIKqA4CwHRA01WWvIdi+ZaLJZ3tn05yYUJrcgnVAiheKnEh7g+r3Y3mUx9I14aY83XQzJTk+ZWlqnU2gMnznub3Y6DJ00m8/IFM2IlYm/jhjlQzVkIiA4AQEgALwPgnrSEuFCbAAQVUJyFgOhBYO2yBenJCbK+wS9rz/klQYVKgxCKEYv8klrYZhojFiKEFCq1V7HWL6/GcfzA8fMqjdbzWAPDY6cuXxPweXcsmuudlZEAVHMWAqIDABASwMsAuGfMmy9IQBQAirMQED0IkCTx2IbVGIbtOHSSnncwGUxms8FoRAiJBHyfEvBlMMOkM/UFsZCPENJodV7FSk6IXTRrmlZv2Hv0rOexPv/6uMVC3V4zRyQMXgGDBlRzFgKiAwAQEshQGwBEAEI+L9QmAEEFFGchIHpwKMzJuG3+9IOnLr2zff/zTz+ITWKfBuPN7So4HF+acgzDKO9nTUwyU98gCRIhZDR6vT3H2tsWnrx0/fCZS6uqZ8XGuJ/+IOsbvHCtSSISrqye6YuhDlxr7uBxOZ6HxzCsJC/LqyheAdWchYDoAACEBPAyAO7x1xRiIFKIYsXjhAK5Vh/D44bakLAjikUPNzatWnylsa1V1nvw9KUVC3zvzZpubtNIEr4MS+QTOMJwLkkEM1PfIEkCIWQ0e70tZVyMeNm86QdOnN91+NTmdSvdhv/8q+MUhe5cOo/H9c8j4o2Pd3kbZVX17PvXLPVL7o5ANXdEzOVyCEIavV1xEB0AgJAAXgbAPQZftxwHIpQoVjxZLEwWC0NtRTgSxaKHGzwu55H1q/78ztbtB2qrygp93ivROg7ChyEJCKE4DpmV7PU+EZPM1DfovHwb93HnknnHztfVXqi/fdGcpPhYhpAtnT31Te3xUsmyudN9NNSBlQtnkd74cXAcm181xV+5OwLV3BEBh5yZmRJqKwIIe0THMGwyo8MAgCUErZqAlwFwj0QoCLUJQFABxVkIiB5MphblVs+ceuLitS2f7//FE/f5lgjnZvfVaDL7MDrHN8UnmalvmExmhBCH9OWNRSwSrKqetfPQqS8Onnzq3jUMIbcdqEUI3X3bQq/8AszcvXxhWI1Xh2rOQkB0AABCAqz+CLhnRKEMtQlAUAHFWQiIHmTuX7NMKhE1tMpqL9T7loK1121dK8ErfFOcQ36zZIDRGLwPpHqjESHE9XUliFU1c8RCwZkrDb2ut/Srb2pv7uxJTYyvnjnVRysjAajmLIQlouM49GgAwFOCM5wB6iTgnoxE2AaJXYDiLAREDzIiAf+htSsQQp/sPSL3aRF4HMcFfB5CSKXW+BDdN8VxHKN3l5jwKVPfUKo0CCGJyMe5TgIed82SuRRFff7VcacBKArRp9avqI7uvgpUcxbCKtFhxgQAMBPMOhLNrSngL9r7hkNtAhBUQHEWAqIHn1lTi2dOKdbq9O/t+Mq3FKRiEUJoQuVLh99nxaUSEUJIoVT7Ft0HFCq1NV/fuG3+jNgY8aWGlo6efsezF641yfoGs9OSZ08r9d3KSACqOQthlegURYGjAQCcguO409oRuCoD6zIA7inJTgu1CUBQAcXDjbobbR09A7ZHOCSRnBA3tThP4GJy/PCY/PzVpubOHoVSbTAaxUJBenLC1OL86WWFOO6kRbGK7lVER8O4HDItKX5qcZ5vs+jZxsN3r7jR3nW5sfVsXePcyjJvo8dLJQMjY+MTvoyI9rmaJ8TG9A2NDo/JfYvuLRSFRsYVdL4+J8IhybXLFry346ttB2rtFsKwWKgvvj6BENqwsibquychfLZ7/qzYe/SMUMBfOrfKMRHbp5PRZIqNERdkpc+tLEu/dR1ThhQQQhRFfbj7UGVpwbTivEkXKwJgSYNO+xdc9aMAgOUQBIFuOhRg9UcgjLja3j29KCfUVgDBAxQPN97Zvn9C5eTTsYDPe/juFfOrym0Pms2WT/cdOXTmssViEfC4ifGxQj5PrlQ1d/YcPVeXlpTw+KbbC7PT7ZK62t5dkZ/lbURXhsVJJc/cf1dxbuakix7lSCWi+9cs/de2Lz/cfWhKYa5Y5N06bWnJCQ1tsv6hMR+y9rmaZ6QkXm3u6B/2JVMfGFNM6A1GDMPSkrzeEcOWRbMq9h8/19Aqu9HeVZqfbT1+6vK1/uHRwpyMytKCSRsb7oTw2e75s2L/ifMSodDOR+D4WONxOd39w9dbOncfOb1kbtX9dyy1rtzhNAUrSrXm0OlLKo2WJV4GNjTotrtLgJcBABzBb2J1NAShpoCXAXBP1LdPgB1+UVyv1yuVysTExMknhRBSq9UWi0UikUwyHaXe2DoyliIRpceI/WJYcLBYLEnxsf/x5LffYOVKdWOrbM/RM29t3SMRCqbefF22WKhX/73tWktnTnrKplWLygtzrPPM5UrVwVOXDhw//4e3PvnxIxvLC29RubIg+5Utn3kb0dEwlUZ7tblj1+FTf37ns19//6HM1KQAXZOooXrmtDN1jddbOj/YffCZ++/yKm5GcgJCqHfI5aKGDKSkJHSMKXLjpd6+aGSmJiOEZL0DbkP6BVnfIEIoJTHO59UfaQgCX3fbwn9u3bv9QO1/fe8h+qDJbN5x8CRCaNOqRZM3NfwJYWvuxbOCQhSibo1r81hbvbi8INv6dGrt6vvsy6NHzlweGZM/t3kjQeBOU7CF3oPVuhWr0WzpHFMkigRxQr7/ihtGsOEVjh7IYCXU5kQqJrPZZDLh7q6hxWIxebY9qjUYQRCe6IJhGIfD8SRlkiRBaK/AcZwgCFtHQxAALwPgnotNnTNLckNtBRA8/KK4TCY7fvz4E088MZlEdDrdiRMnli9fXldXZzAYlixZMkmr+ieUepN5YEIdWV4GhBBB4IlxUuvPxDhpYXZ6dnryq//evvPwKauXYc/R09daOitK8p99aJ3dOORYiXjTqkXlBTl/2fLZm5/ufunHT9h+Of/n9i99i+hoWG5GalpSwusf7vhs/7GfPLrJv9chKnl0/apfvfrO2brGeZVlVWWFnkcszMlACLV29VIU8va1oWtsAmEoPUbM83LjxuK8TIRQR++AwWjkevZGOBma2rsRQn4ZFzOvqnzvsbOtXX1XGlvp63z0bN2ofGJqUW5JXtbk0w9/Qtua+/ysYHisFWan//KpB/+1bd/JS9d6h0ay05K9tUqh049qtCaLJVq9DFH/Cmd1LtD9KNIfk/XMZrPZ/M3ePdaussVisR40m80URdG+KqPR6BiAPk535+hgFEVZLBbrWYqibAPT4a3OLzoLOrw1EbPZbP0QTf+0C0//bOsdKsi4pSKYTCbbkNYU0K3ftGXjSq3RmCEVx4TT/ruuoF1LVhWsB23D0P1qp9Ht7hM6pDVNujduTZC+tayJ4zhuF532elgDWL0q1ugkSVovuDWurXlW94o1a7uQ9JQHn+FwOHTKtr4Gq5EB8juAlwFwT3S3T4AjgVPcaDQ2NDRIJJL8/Hz6SF9fn0wmKykpiY+PRwjp9frr16/Hx8fn5uYihDo6Ok6dOjV9+nQ6cHNzs8lkKi//ZoKAXWBPoJ/yFtefuSKLytKC5IS49u4+k9lMEoTeYNhfe04sFHz3njWulkUoL8y5c8m8nYdOHTpz6e7bFtIH9QZD/fVmHyK6YtbU4uSEuOutnbRhkykjG0iMk25cteij3Yfe2/FVSV6WwOM3vMzUZJGQr9boegaHs7wcNoLjmOXW9zMPSYqTJsVJh8cVjW1dQZhlcL21EyFUXuCH77EYhm1YWfO397/4/KvjlaWFBqNx95HTCKGNK1kxkAGFZWvu9lnh9rGGYeiJTbevWDjTBxcDQt+MeoiSJsEZYSi6v7DrKmMYRvegRkZG9Hq90Wg0Go16vZ7urtOOA7rfbts1pX0BdFJGo5HuarrKwtofs/3J3EmzPeX5zA67NG2dC1aT7PrP1l5oeb69z5TH+7ZNsetY2v4vNJgxo1EkEkmE3s3dCzJWRazuG2TjX7A76zm29wZFUbauGds/3Apn/cPOAKf22ApqTdw2ru1BdNP1QP9N+zJsVySh/SP0cdrjRv/P4XDocSJWX0NwJhmBlwFwz+Vm2fTi6B9xB1gJkOJ6vf6ll15avnz5jRs3Tp48+fDDDzc0NOzdu3fZsmWvvfba008/LRQK//SnP61evbqlpeXw4cOPP/742NiYSqVSKpUIoZ07d65du1atVh8+fPjZZ5+Vy+V2gf1u8OTRGwzv7/w6PjZmw4qaAGWRFC8dGh3XaPUxYuHF6y1avWF1zRzm6f3LF8zce+zsiYvXrM4CnyMykBgXYzXMqxKxk+XzZ5yrv9Eq6/1k35HHNqz2MBaGocqSglOXr1+81uytl8HivX/ByowpxQdOnD9bfyPQXoaegeHewREOSVaU5PslwRnlRflZae3d/efqG4fHFBMq9aypxbmZqX5JPPwJz9ac+VnhydMJw7Cc9JRA2vgNPQPD736+/+G1KyLonglP0f2FtZdlHctAEITBYNDr9QaDgXY0WAcm0J03u7kVtqviCQT295jjx17bbrldMGYLXcX1JKJXcRtlfWU59ksvObXTLnGR3oQMRklMjJjPC9v5CI49f+TgaHAM4DmOzgvriAnPPReO9jBEdDooA9ncro5J2YWnKKq5e7A4KwUhZLFYrENmaBcDSZImk4nH43G5XPpI0CZNgJcBcE9lYbb7QEAUESDFDxw4sH79enpgwu9+9zuLxTI0NBQfHz99+vSCggKDwbBjx45HH320sLCQDqDRaCoqKi5dupSbm9vX11dTU7N06VKE0IsvvogQcgwsFIZXb3ZodPxvH+zoGRieGsg1xsYVSgxDfB4XIdQq60UIVZa66Y+JhYKCrPSmjm65UhUrEU8mIgNDo3KSIESC6ByE7HcwDHtsw+r//tuW2vP1cyvLPP90P6ei9NTl62frG9ctd+/6sQXHMJ8dDfOnlx84cf7S9Wa19raASlx7oR4hVFVW4Pn4DrdsXLXoj29/+vnXx9UaHY5j6wPmAQxDwrM1Z35WePh0Cg79w2Pt3f0vvfnho+tXLZwxNdTmeER4iu5HbIe4EwTB4XCsX3o5HI7JZLKbyEBj14G3/nQcy+CYneMoA2bzkEN/3naIhNNYtmddDWpwleOM0iKCcD+2wjFZkc5EcYxCkUgcIQ23ncfBzhEwSS+D0/SRB5I5jq3wxBI7R4ZjFNvcrcMurGdnlEns7LK63mhHA+cmdjMmAupuAC8D4J5GWd+UvIxQWwEEjwAp3tvb29raev78eYSQVCo1GAyLFy9Wq9W///3vuVzuk08+OTAwkJHxTb7JyckjIyNxcXHW6PSUCnRzlKBj4OzsMHqXqm9q/+ene9RaHUIocI/wzp6B/uGxzNRkemE8etn/rFT3w4az0pKaOrr7h0ZpZ4HPEV1x6vL1kXFFZWnBN4uxAR6QnpywdumCz78+vmX7/hd+/DiP69GSB9OK8xJiYwaGx+putHk1smAyYxly0lMKczJaZb2HT1++a9l8n9NhRq3R1Z6/ihBavmCmH5MtL8gpK8hpbJMhhBbOmGq3CWJ0E4atudtnhedPpyBAv9abTOa3P9sn6x28f80ypxsDhxVhKLofse162U6ep/+mXQwWi8VVT8+pv8Dt9Aen7gkGXLkY3OJq3ARzCk1dAyXZno61sc2Cx9eZcEIgEAojYY0Su8/7Xo01YMCtl8FtdOTg9WCO6NQ54iqKxWKx3g/WlDEMa5L1FzuIbt1XwjqogZ5DQU+pcByn43fAywC4x24VGSDqCZDiOTk5EomkpqYGIbRr1y4ej3fy5MnZs2evWbOmubl527Zt+fn5N27coAc7dHV1paam6vV6V6k5Bg6EzT5AUejL2rPbDtRaG4lAPMF1ekNDm+zDXQcpirp90Rz6oFqrwzBM6MFXCLFQgBBSa/WTjIgQMpvMvYPf7nGg0equNnfsPXaWyyHvWb3YmzIB6I7Fc89fa+ruH9r+Ve2Dd97mSRQcx1fVzP5o96Fdh09VlBR4fq9hk5uLftfS+a9s2fZl7dlFsyukEtEkUnLJFwdP6A2G4txMv2+JumnVohf+/j5JEN4OAIl0Qtua+/as8PzpZMvo+MQLf3/fuRlmi9PjnmD76v/1qYsDI2PPPLBWGN5L5UX3K5xt82pdp8A6e4LD4di6GOx6bj64GFyNgHBqld2nb0/eBGzD2M2zcBXMkbL8LB7jjjxOU8YwjMvjGjBMwOfz+RHjZXA6nWGSPWen0xOcJuvW72DnO3Cc/sAQ2O6U3b1h90dZQTafy7EbhmMdzoDZLNNA/7SOZZi8X4YB8DIA7ukaHC3OCpcuHBAE/KX48ePHR0dH6b/Xrl27YsWKl156qaWlRalUZmdnYxiWn5//yiuvVFRUtLS03HfffXl5eS+//PKVK1eGhoaqq6u5XC6O462trXV1dY6Jr1u3zi7w5A32CwdPX/xs/zHbI9daOp/571dchZ9WnP+D79ztNtnBkTHbRPQGI0IIw7B1yxfOr/pmOUyTyUwQuCdtK73KmnXpbJPJ7OE0PbuICKHhccWvXn3HLlhCbMx3712TkeKffUzZA0Hgj29c/cLf3z946tKcirLCbOdza+1YOqfq4KlL7d39x85dWTK3yuPcPPIzDAyP9QyOzJpabHe8oiR/WnHe1eaOD3Yd9OQG9pa2rr4jZy/jOPbAncv8nnh+VtrmdStFAr7tlgdsILStuW/PCpPJTBKEt10GiqI0OudOaouF6bY/V3/jvR1fMRhj+/Nqc8frH+z4hc32nGFI1L/C2Tr06d6UdaC4nYvBdpa77bACx79d4TisADE6L5wG9ioLH1KQDY8XZbhZpsSpH4TD5XEojOSQHm4nGVbYTViYZFLM7gDmU56k4HRWjp13gzlru5L2jigKMlOsPhHrLW3raLBOlLD64wI6kAGBlwHwhJR4dr2HAX5RvLi4eMuWLXYHf/vb3yoUCi6XS6+xlJ6e/uKLL46Ojt577730Cky/+c1v5HK5SCSiGzmSJH//+99jGGa7JtPzzz+PEOJyuXaBwxaLxaI3uPx6ZvRs32kel2u7AB6HJJMTYmdPK0lL+na8t4DPNZnMZrPF7TwFrd6AELLOdRfwuWazxYeICKEYsXDNknkIoe7+oRMXr+Vlpm1cWVOSnwVbS/hGbkbqqurZX9aee3f7l//zw0c9iUKSxMN3r/jLu1s/2XckPzvd05X2PXAyDI/JX3rzQ5Va+9p/Peu4Mt/D61b+5rV3L1xrOnDi/Krq2R5l6hkTKvXrH+20WKjbF83JzQhIB2mpF+6Y6CG0rblvzwoBn2s0mSwWi6sd6ZySGC/9/U+fdHpKoVT/+Hevu4poNpvpmW4e4sqXET5E/Suc7WABDMPoW8V2uUcPE2GedW/bqfOqY+YqIkMijjbbdkTd5p6WEOfbdp7EN8tnkn7ZDTQIBO47vO11ZpCD2SRb3b0y1a3HxNGLkZmWZLuTiC3WfTGt/gWr98Fzk3wjMm4jILQoVBop48rzQJQRUMWl0lveeAiCSE6+pVMUGxtr+5N5TUe7wOHA8vkzVWrt7iOnrK1DVVnhDx50+bHXw2m9sTHi7z2wljmMVCJGCA2Py1MT45lDjowrEELWge4+R0QICQX8lQtnIYQoihoalbfIenEcAxfDZFi3vPpSQ0vf0OjOwyfL8j1aBnJqUe4di+ftPXrm1X9v/88n709JjHMfx91Lz7hC+Zd3t6nU2oUzpjhd/D8pTvrUvWv+9sEXn+47KhLwq2dO88RUtyjVmj+8/em4QlmSl7VpFVv2mAwOoW3NfXtWSERChNCYQhmcgSfzp0+ZP32Kq7OnLl9/a+te68+c9JRnH1oXBKsmA6te4eh+FEVR1t3+vOrdMfe7HN0QnvTTJjl30q6r6Ukiaq0+QSrxISOSJHGTmR5U7230UBG4Mf92l923XDxX3y59ZneSozFqrSE+xrnotuMabH8GeiADQihibiMghAh44TIWHQgOUa04hhDCA7ggI8IwtH5F9fcfvNu6eh+BYyRJuPrnx+Y8LyMVIdTW1ec2ZFtXH0kSmTf3PvQ5oi0Yhj11350CHvfNT/dMqNTemQ7YwOWQj21YjWFo37FzXf2DHsbasKJmTkXpuEL5uzc/bOns8TQzF1Whq3/oxTc+GBgZy81I3bxupavY08uLHlq7AiHqne1f7jx0cvJvez0Dwy++8WHv4EhOesoPH1ofQS+7EUGYPNu9elZkpycjhDp7BwJlDMKQx2v02s62mF9V/vwzDybExgTGLr8RJqIHGtuuFG4D4TH0Dn8M0MEc//YkluPC/p5gO9Dd8+hCAd+rXGgQQtlxMZlxMXFCX6KHCmTzZd6/2F12r7Rzpb6Hdxf9kzmwdR1HGrFI4OrGdrx5bKtMQIH2G3BPQJcGAcKQKFY8PUbMIYgUScD3vJw1teS/vvdQUpwUBeVRTjOtOA8hdPLiNeZgTR3dI+OK8oIc61dEnyPakRAb8+iG1Qql+s1P9kTxXRQESvKylsypslgsX3x90sMoOI49fd+dC2dMmVBpXn7r4+1f1dKLd7gilsdLFgt5DiNjTSbz3qNnXnj9/TGFsiA7/RdP3sdlnJG0bN70xzbcTuDEjoMn/++tT2yX9/MKk9m89+iZF/7+/tDoeEle1i+evE8UCeucRxbhUys9f1bQu7qerbsRIEukfF68kJ/i2Qqm1M39C+5Zvfip++5krhphQviIHmiwWz/VeturR4z9VbtunofNuue5uzLJh3R8zlfC52XFxhBeukLYgLcqOA3syQ3jeJt5mAVFuTTP9o61/T8IwIwJwD16I9OrKhB9RLTiRjN1pU+tMphnZYolPPvOsITPnZnpZlUkf5GVmvTrHzz85qd7MlKcfPkPBLmZqQXZ6Y3tXReuNTsu10djNls+3nMY3bo7YG5mamZasg8RHZk9raR65rQTF6/uOnz67tsW+F4Y1nPv7Uuu3GgbVyg9j4Lj+JP3rMnLTNv65dE9R84cv3B1+fyZNbOmOd0DQoijrIRbJhyptbpTl69/WXuOznT5ghn33r6E48EEledJhgAAIABJREFU3ZpZ0zJSEt/8dHdTR/dv/vrurKklKxbMLMjO8PBNRqXWnrx87euTF0flEziO3bFo7sZVNTiMYggAYfVs9/BZUZqfnZaUcKmhuVXWW5jjfEfG3sGR3UdOb1630oftHjgEXpzkZqaYlaR4aWpS/GMbVvt935PAEVaiBwfs1v45g59lMt0t3+IGoYPHQsUDjV9U8yERD6NQFOVKdLu64K0BkwS8DIB7YoRsmdEH0ESu4h1jujv/fcOA4QIuMTKue+++wuWFoVz4SiIS/vzxe4OZ4yPrV/3v6++9tXWPxXLHnIpSu7MqtfbNrXtkfYNzK8vo8QtWHrzztr+8u9WHiI48tHZ5i6xn56GTxXmZZfnZky8UO+HzuI+sW/nqv7d7G/G2+TOqygq3fnn0/NWm7V/Vfv718bzM1PLCnJz0lNTE+DipRCTgI4RihAKKQmqNtn94tKN3oKFVdr21k15CvzA7/Z7bl3jVj8rPSnvpx098WXtu//Fz5+pvnKu/ESeVVBTnF2SnZ6YmJsZJxUKh9Q3HYDSNKSaGRuUdPf1N7d1Nnd30QPTygpz71yzN8nD1yjDG+ir3v6+/N8kXu+T42Oc2b/Rw9Ra3hNuz3cNnxeZ1K/7w9qd/ff+LH3zn7pK8LLuz7d39f33/c7VGt355daA3lSzNz3a1qGTYEm6iB5/gd65CCyjONjAMk4qEYXifg5cBcM+QXCl1tvQXEK1EruKbt7ZmFCTMqEhGCPUOqDd/2tr4syopn0UrEWalJj37nXVvfLz7jY93fXXywswpxamJcRwOR6lSN8t6z15p0OoNVWWFj21YbReR5HJ9i+gIj8t55r67XvzHB//8ZM8Lzz0mjvyFx8ib+4OSjHtw0BNJ/LjyZWVpwfyq8tNXGjikd2kmxMZ874G1m1bJj5y9cuFac3t3f3t3v/UshmEckqQQMpmMth/5uBxybmXZ4jmVvvmGSJK4a9n8ldUzj1+4dqauob2779j5umPn625mijgkieO4wWiyWG7ZckUiEs6cUrRkblVOutfjjPx+zZmht8Ih3MnB5/HyMtM6evoHR8YnmaPZbLFQFhz5p4Dh9mz38FlRmp/9xKbbt3x+4OV/fjylKLeypCApXkoSxKhiov5G++XGVpIgnnngLo8WPWUf4SY6EGhAcRYSnqKDlwFwT1ayp4MJgeggQhVX6s3XBjRPrSqif2akipISBGe6lKuKw24fCm8RCflij79OVJYWvPDcozsPnTx/tdluQcf05IQHF81ZOGOqo887Kzmen5nibURXhuVmpm5cuWjrl0fbuvsqSws8tDxs4XI433/wbgzDmKdhb1q1aEphbkF2uh+zfnTDqpyMFN+uYVJ87L23L7n39iV9Q6Pt3f2yvoHhMcWYQqnR6owmk8VCxYgEQgE/JSE2PTmxODezOC/Tk/kRzPC43OULZixfMEOuVLXKeju6BwZHx0bGJ1QardFkMlssUp6Qx+PGxUiS4qSZaUmF2ek56ak+f6sPxDVnoKqs8P41S2dNLWEOhmHoNz94ODgmeUUIn+2ePyuchlw4Y2pOesrOQ6eu3Gi93tJpPc4hydnTSjauXJRsM/2H+YHJ43JIkvD8iRrpRGiDDvgMKM5CwlN07Pjx2urqmtAa0dgme/2jXc88/W2TnC0VxfAiYE0dlnC9s3dKrvPJkEBUEqGK60yWlBfOf3dzhfWD8649zf9Yk7MoL9zXAHeLUq0hCMLbwcAms7mzd1ChVBmNJpFQkJ6cwLAcuq3onkdkNmxodDw5Ab4uhikRWs2ByRBC0T1/VjCHNBhNsr7BCZXaZDLHxohz0lP4DnsouH1gjimUMSIh6eUQoQgFajrbAMVZSCBEvzYkt/79zr8+emzj7W4nzNrS2NgAYxkA95TlBOkzERAmRKjifBJfXRJXe7JncXUWgWNXG0dMevOcLHGo7fID9I7x3kISRKHH33htRfc8IrNh4GIIZyK0mgOTIYSie/6sYA7J5ZBFLtaA9DAFhFC81PnG8lEJ1HS24bPiFEJmi4WElXcjkPCs5nAnAe6pa+kKtQlAUIlcxd/ckJ9NWN56r/6t9+qH2sd2by7hk/CU84jIFR3wDVCchYDoLAREZxs+K94xKr/YPaBi3AIZCE/Cs5rD+zfgHllXT6hNAILK9OKcHQdPhtoKX4jlk9u+U9Lz/Mymn00//4NpJUn2M2+HVJqzXX0tw2MhMS+cgWrONkRxkhPNnRbXe7wB0QdUc0e0RtOlnsE+hSrUhgQKEJ1t+Ky41miiENIbTf61BwgC4VnNwcsAuOfAmSuhNgEIKhdudOw8FJFeBhoxl0gUOZ8ONq7RUhRS6A1BNin8gWrONsY1OpLHNZjMoTYECB5QzR1RG4wGs1mu04fakEABorMNUJyFhKfo4GUA3KNTq0NtAhBUZpV6sb5LZEFvkYCjsNtVOORANWcb9LYOYbjDNhA4oJo7QlcAXzc5iQBAdLYBirOQ8BQ9XFZ/NFsohUpj/XlmZMxksjCEB4JMtyIcb18goOyrbw21Cf4Hx5FIwFdr9FFZukkC1ZxVSPmCvQePj00pC7UhQFCBam6HBSEJn8chyKi8MjqjCUVpaw4w4NvNTCEMwzCF3qiBLlikkZSeuv+6n6u5xWY+pcHsyy0RLl4GC0U19Q6E2grAJQo9LAbDOgYUE6E2ITCMR2m5Jg1Uc7ZRX98ozYQNz9gFVHMnYITWTGnNUXhlNHoDiuLWHHCBj9UcJ4R8vsZkQeBliDSkcdK+sQBWc4vF4sMaTjBjAgAAAAAAAAAAgNVgMJ8U8B/gZQAAAAAAAAAAAAAAwD9gx4/XVlfXhNaIxjbZH/+1VSjgh9YMwBVqjTY2RhxqK4CgIp9QiYT220ACUQxUcxYin1BJxMJQWwEED6VKA9WcVVAUUiihNWcX0JqzkAmVhs/nBS59rVb3k0c3TSv2Ym34xsaGsFiXISst+cePbAy1FYBLXtmy7bENq0NtBRBUXtmy7al714TaCiB4QDVnIa9s2fbkpjtCbQUQPKCasxBozdkGVHMW8sqWbU8HuJrnZaR6GyUsvAxioaCiJD/UVgBMgEAsBERnG6A4CwHR2QYozkJAdLYBirOQMBQd1mUAAAAAAAAAAAAAAMA/gJcBAAAAAAAAAAAAAAD/QDz++GPZ2TmhNgMId0rzs0NtAhBsQHS2AYqzEBCdbYDiLAREZxugOAsJN9FHRobDYo8JAAAAAAAAAAAAAAAincbGBpgxAQAAAAAAAAAAAACAfwAvA7sYHlccOn0p1FYAwQC0ZiEgOgsB0dkAqMwqQG62AYqzEDaIDusysAijyVTf1FHf1F6Sl8XncW1PjU+oBLcesdI7ONLZO2AwmaRikeen3J4FAgqD1nqDoa2rb1yhFAr4HJJwGt1nZUH0EMIguhWVRsshORjmPAXflAXRQwiD6AajsaN3cGBkjMvhuLofEIgeCXjVdtPSmMzmGLHQVYIgejjjVG6d3qDW6vQGI/0PIUTebL49adMRiB7GMLfdzDUa2vQIhVl02we7qwoe/k08rMvAIlpkvW98vCsjOUEo4LfIessLch7dsIokCJVG++8vDrTIel99/gd2UXR6w1/f+1yrN2SmJvUNjZAE8dwjG4V8HvMpt2eBQONKa4RQQ6vsra17C3MyEEJtXb0P3b1iRnmRbVyflQXRQwuD6FYmVOpfvfruTx/blJuRahfdN2VB9NDCIHprV9/fP9qZm57C53GbOrqXL5h5+6I5dtFB9IjA87ZbbzD+9f3PtTpDenKCrG9QJOD/53cfsOt+gOhhjiu5//HJ7r6hUTrMyLgiOy35l089gDxo0xGIHt4wPMbd1mho0yMUBtHtHuyuKnhENPGNjQ3o+PFaCmABv371nYvXm+m/DUbjm5/uOXaurqt/6Gcvv/HpviPP/u9fHaN8tPvQv3d85fQnwym3P4FA41Rr+ufP/+8fnb0D9N9d/UPPvvBXg9FoG9dnZUH00MIgupW/vPvZk7/6U6us1zG6b8qC6KGFQfTfv/nR+atN9N9Kleb7v31VpdbaRQfRIwLP2+4Pdn390Z5D1p9tXX2OqYHoYY7bJ3lbV9/PXn5jaExO/3TbplMgenjDoLjbGg1teoTiSnTHB7urCh4RTXxDw3VYl4EtjE0os9OS6b85JPnUvWsWza4QC/jPPbLxjkVznUY5U9dw97IF1p93LZt/vv4GRVHMp9yeBQKNU63pnz9//N6c9BT676zUJKlYNDgybhvXZ2VB9NDCIDrN4TOXOSSR5/DFg8Y3ZUH00MIg+ph8Ijstif5bLBLExojHJpR20UH0iMDDtttisZyrb1q/vNp6JD8rzTE1ED3MYX6SD48r3vh41w++c3dSnJQ+4rZNRyB6eONKcbc1Gtr0yMWV6I4PdlcVPFKaePAysIXpZUVvf7bPOuKOJk4qyUpNchpeoVQTBCGVfDshRywUCAW8MYWS4RRzRD8XCXCBU61pUhLjrH8bjMYx+USsRGw94rOyIHrIYRAdITQwPLa/9tyj61c7PeubsiB6yGEQvaK04MvacwajiaLQhWtNZoslPSnBNgCIHil42HYPjo7HSyU4jp2+fH1f7dlLDS0Wi8UuKRA9/GGo1Bqd/tUt29YtX5iX+W1vk7lNRyB62ONKceYaDW16RONKdMcHu6sKHilNPOlbNCDieGTdyr3Hzr78z49TE+NqZlXMn15uN2fbDpVGKxEK7A6KhQKVRksShKtTCbExDBETYmMmXxDALZ5oTVHow12HFs6cKhZ9Kxazdj7fEn4qFsAEg+hms+XNrXu+s3a5rda2+KYsiB5yGES/a+n8/3n9vdoL9SRBGk3GHz28gSBu+agAokcKHrbdCqXabDa/+PcPSvOzE+JiTl26vuPgyeefftB2VTAQPfxhkLtV1svncXcfOb3v2NlHN6wuysmwjei0TUcgetjjSnGGGg1teqTjbY8MOVTwSGniwcvAFkiSuPu2BXctnXetpfPI2StfnbzwH0/eJxG5XIMawzDH8TH0kBmGU27PAkHArdYqjfbd7fspivre3WttI/qsLIgechhE33noZG56SmVpgau4vikLooccV6JbLJY/v/vZ6prZi2ZVkCTR0tnz7vb9CXFS248kIHqk4GHbjWFY/8jY808/SH/oXlU9+4NdB7+sPbd+RbVtGBA9zGGQu6Ikv6IkHyF0vaXz7x/u/ON/Pm3tmbhq0xGIHva4UpyhRkObHul42yOzq+AR1MTDjAl2geN4RUn+c5s3FGan7zt2jiGkWChQqjR2B5VqTYxIyHCKOeKkzQe8wJXWlxtafvPXLflZaT98eD2HvMXP6LOyIHqY4Ch6a1ffodOXqsoKb7R33Wjv0uj0sr7BiVvF8k1ZED1McBT9Rke3gMdduXAWn8clCaKsIGfZ/Bm15+tsY4HokYXbtlsqFiXHx9qOpa8qK+zsHbANA6JHCsxyTynKjZWKu/qG6J8MbToC0SMER8Vd1Who06MGD3tkjhU8gpp48DKwgjGFcmj0lgWBCnMyRuUKhigxYiGGoVH5hPWIXKkyGI2xMRKGU8wR/VYewDXMWh88dWnnoVM/f/zeNUvmYQ47LPusLIgeWhhEH5NPlBfmnLh49dDpS4dOX1Io1ReuNrV199kG9k1ZED20MIhuNJoEt+47JeBzjUaz7REQPSLwvO1OjJdqdHqtTm89ojcY7R7yIHqY40puvcFoMt9Sfzk3RzEwt+kIRA9vGCq4qxoNbXqk41WPzGkFj6AmHrwMrGBwdPwPb39qXWhEbzCcuHitKCeTOVb1rGmf7T9msVAIIYuF2ra/duGMqfRNznDK7VkgoDBoPTwmP3ruyv97+oH05ARX0X1WFkQPIQyiz6ko/cF31ln/pSXFb1y1aHpZoV0KvikLoocQBtHzMtM6ewe6B4bpUzq9ofZ8fVlBtl0KIHr443nbTRLEvMqybQdq6dGtBqPp0OlL5YU5dsFA9HDGldxXmzte2bJNbzDQx9u7+4fHFBkpiZ606QhED2MYKrirGg1teqTj+VPdVQWPoCYeO368trq6xsfYQORwrv7GZ/uPiUUCDkn2D4/Onlry0NrlOI4jhLR6w69e+deff/k9uygmk/ntbfvau/rSkhP6h8dy0pO/e++dXA7JfMrtWSDQuNK6vqn9b+9/wbERAsewnz52j+32SD4rC6KHFoYKbssf3/70vjVLrVsoWfFNWRA9tDCIXt/U/sHOr6UxYi6H7BscrZ41dePKRXbRQfSIwPO2W28wvvHxrv7h0cQ4af/QaFV50XfuvM1uSTAQPcxxJffuI6ePnL2SkZyg0xsUSvWjG1aXF+Z40qYjED28YajgntRoaNMjEeYXNuuDnaGCR0QT39jYAF4GFkFR1JXG1nNXmx7bsNrujjEYjVwOx2msCZVmfEIZKxHbbm3i9pTbs0BAYdDaE3xWFkQPIZ6IzlDTka/KgughhEF0i4UalSsMRlNSvBREj2i8arvHFUqVVpcUJ7XdXcIOED2ccSW33mAcGpPzedwEaQyOe/1tEUQPW5jbbuYaDW16hMIsOrOsNOHfxIOXgXWMT6ia2rvmVZWH2hAg4IDWLAREZyEgOhsAlVkFyM02QHEWEvWig5cBAAAAAAAAAAAAAAD/0NjYAKs/AgAAAAAAAAAAAADgH8DLAAAAAACh4ciZy6E2AQAAAAAAwM+AlwEAAAAAAs6ESv32Z3u7+odsD3516uLkU25sk00+kYjINHBEWXEimkOnL+0+cpreSg0AAACIUGB7EgAAAMAXJlTq3UdO1zW2jU+ohALe1KK8dSuqk+Kk9Nl9x85eaWxFCHFIMiEuZnp5UVVpoXXXZetZhJBEJKwsK6iZWRH++3Jr9QaB66X7GTAYjX94+9PlC2ZmpSYjhEwm887DJ8/W3RgZl//HH96cV1V+59L5vm0WpTcY//TOZ/966eeTMW8ymdpCUWjfsTMnLl5bPKdydc3swBng35I6vYZ2ZQla0fwLQ0Xz7ZQVk8n82YFj5+pu6AyG1KT4dbctrCwtsJ6tb2r/4uCJvsFRDoeYWpR3/5qlsRKx9WxrV9/Hew49+511cVKJ45GFM6Zu+eLAB7sPbr57RUAuCgAAABB4wMsAAAAAeM24QvnCGx9MLcr98aObkhNiJ1SaY+fqXnj9/eefeTA1MR4h1NjeVVqQXVlSoNHp+4dGt+47eurSte8/eDeGYbZnEUJjCuWOgydGxhUbVoT1UsQWC/WT373+yv/7voDP6x0c4XLIpPhYD+MeO1dfVpC9ZE4l/XP7V7Vt3f0/fmRjcnzs4Oj4Z/uP/eXdz3751AM+2UUhRCGEKAr99Pd//9N/PCMS8r2K721ZbDO148K1prP1N376+D1WZ1MgsBXCT0l+UxzblO3KEpyi+R2GiubbKSvv7/xaqdH+97ObJSLh9dbOf27d89zmjUU5GQihVlnv25/te/KeO6YW5ekMht2HT//5nc/+54eP4DhuNlt2HDpRe/6q3mBUarRxUonjET6P+9S9a/7rlXeGRseTE+KCf9EAAACAyQMzJgAAAACv+WjPoWnFeY9vvD09OYEkiHipZP2K6ic23W7b90yOjyvITp9WnLeyetZvf7i5b2j06NkrdmcLstNnTyt58p47jpy54iSbcALHsf/vNz+ie7a15+vPX23yPG5dU9vcijLrzyuNbRtWVKcnJ5AkkZGS+KOHNyybN32S5mEY+tuvf+itiwF5XxYGGtpkNTOnBbofbitE4FK2K0twihYIGCqab6doCAL/7r1rYmPEBIFXlOQvnz/j9OXr9Km9x86uX76woiQfxzEhn3ffHUu4HPJSQytCqEXW0zMw8j8/ekR880Z1PIIQwnF81rTiuqb2AF0TAAAAINDAWAYAAADAO/QGw6WGlpd/9l2747ZDpu3gcbmra+bUXqhf6qw7nRwfp9ZqTWYzSRC2x5s6uvOz0i5ca1ZptNlpySV5WdZTXf1DrbJekiAqSvOtg7Eb22QleVlXbrRxSXJqcZ5dLp29A21dfQSOTy8vkkpECCGKQtdbO3sGhmPEwunlRdZB+K7ybensKSvIGZVPjMondHpDZ89AbmYqQzpW+odGU5PirT+lElGLrLc0P5v+iePYnIpSx8vCkGyrrLezd1Ak4NkWkzaPolBzZ7fVZrPZ0t7TT39kNhiNlxtaFSp1enLilMJcDEOOZXF1bV1lamVUPjE0Ms7jcBrbZIU5GRyS7OofapP1kiRZkpeVnBDrViMGue1i0SV1JStDEWxhuIZ2ZZlQaeyK5jQLx6K5ukvzs9IvXGvSaPXZ6bcU0/OyOErpCa4qmg+nNq9baRuGz+P1D4/Rfze1d9mdnVFedKO9a9bU4tL8bOttT+N4hCYtKaFV1utRqQAAAIDwA8YyAAAAAN7RMzAiFgq8HGOPCrLTu/uHnZ663tqZFB/n2L15Zcv2F15/v6FVptHqPtx18O3P9tLH99WefeOjXRMqTffA0K9fe7ejp58+/tp7X/zh7U+PnatTabR2Se08dPIfn+yeUGkGR+X/+/p7nT0DCKG/f7Rz2/5jKo22vqn916++o1RrmPN9Zct2vcHY0Crr6h9q7eo9eq6OPu4qHSsTKo2Q/+2n2o0ra/bXnnv9wx0NbTKKcrnKnatkP9135K3P9irVmpauvj/+a6s1/GvvfaHV6eVK1Rsf77Ie7Bsa+fcXB+i/X3rjwxOXro3JlVu/PPrO9n0IIceyuLq2rjK10tAq6x8Za2yTHTp9aWRcsfvI6dc/3DGuVPUNjf7+nx+drWt0q5Gry+4YixbClayuimCLq+JYJbYti91PV1nYGcl4l37SMzCiNxg/3HXwg10H6eNelcVRSk9wVdF8PkVDUej81RtTi/IQQmqNzmg2x8Xc4tlJio8dHpN7aCSNSMCXK9VeRQEAAAB8Q2MwWv/WGU1ag5H+pzeafE4TxjIAAAAA3qHV6UUCgfXn+ITqxs0l+tNTEnPSU5zGEgn4eoPBYqFwHEMIXbzePDQ6jhAaU0xcut7y3fvudBaJmlNRdufSeQihNYvnPf+XtxvbZKmJ8V+fvPjijx8XCfgIodyM1B0HT/7k0U10+NL8rHXLq+1SGRlXfH3y4ss//65YKEAILZtXRX+OriormFdZThA4Qui9nV8fv3D1jsVzXeVbVpBDIQohqmbWtO6BIalYtGbJPDp91+kghBBFURbKQpeapig383c/ffLwmcv//uIrg9G4umb2igWzbAMwJDs0Ol57vv7/fv6UWCRACNU3tb/23vZvs6Lzs3FcWP9UabSDo+O//eGjGIYsFqpvaAQhZFeWcYXS6bVlzPQbamZNa2yTleZnL5pdMSqf2F977uWff1ciEiKE5k8v//M7W2dMKeKQpCuNGC67o7K0EE5ldVUE22wYimOV2FoWhFBaUoLtT9dZfGskoxnUHYvnzpxSjBBaPKfi5//3j3tWL1aqNZ6XxamUrmCoaL6dssNiod7f+RWPy62eOQ0hpDcaeRyOXRgel6O3eYX1BBzHjUbvogAAALANiqJahsaKUxJ8TkFvNJ1s7RqcUD8wdxpCqHNEfqq1i0d+4yLAceyOaUU8n1anBi8DAAAA4B0cDmmw6QCMjCuut8oQQqPyCRzHfvHEfU5jGYxGkiCsfWkCx+mufmF2xtplC60j6u2YW/XNcgYkSUyfUtTa1afW6pLiY7tvbglJ4HhX37fbQy6YPtUxkc7egcKcDLr/hhCyjsJYMH1KW3f/uEJpsVgsZsuIfIIhX+sQfUcY0kEIOd2TTyoRrV9RvX5FdYus96Pdhzp6Bp65/y5Pku3sHSzJz6a7xwihkrxMV1bZIRYKstNT/vr+53csnluYnZGZmuQYpq27z+m19TbTjp7+otxM2sWAEMpOSxby+UOj8oyURORCIxqGy+4Yy6msF641MdweNyP6eA1pXF0lWyMZwiCE6AksCCGJSCjg8yZUalnfoOdl8URKKwwVzbdTtgyNjr+1da9IKHhu83p61gZJECaz2S6YyWzmkC6HQrjCDJtZAgAAMGKhKIVG53P0/5+99w6yJDnzw7Lqee99ez/txs/smN2F3QWwB7PAHsAzOJ6O4h0P1J0ohqjghXhSSEFJDClIhkRK4pECQzoH4G4Xu1iswS7WzI63Pe2979f9Xj/vXz1TVfoju3Oys8x73TO7WID1i4mJflWZn/8ys7KyMlPF8nszK50eRyRbgFfi+eL5rpZur1O+YjNQZhkUKFCgQMHh4HU5Utl8pVrVabUAgN72EHxquj+9ILOJYzga97kf7Rh/4ljP5dOST5sIZoMe+9tQKJWz+WI6m/8Q20jy2f2zGwAA6NERR6FYNhrIbREr1eq/+A8/NBn0QY8LUCCezuAb2gv5SkkoTwcAABcjSKG3PfRf/963/8v/+d+ms59BB/vJkC2VGZPhiBsf/pO/9+0Pb4//f6++w3Lc7774PL4jAISUbQ/LtFBiCIMbDTpkQ1Ef7d2SNruwlqhb5cMD4nFsKM8CCSkvhlr9aPRFUxTP84fVpaErEWQS7Wi3EK7cnXjl3atf/9ylz184hTaGMBsNLMcVy4wJUyeVydutFnEqEuB5/ggTEwoUKFDwnxRUNH22M3Tk6jq1+gtD3UatZnE3Ca8kC6Xex1gZgUOZZVCgQIECBYeDw2pu9Xtujc99RvD8BqR3ofvwzvjJwZ7D8oqns20BL/w7kc6GfG6bxeyyW//wN752CIFtlmQ6S1y8P71kNRnRWvp3rt+LJtIyfKWIy9OB0Gk01Vpdq1EDAKLx1G4yje+UaTLqdRpNuVLFJyekyDpsluTko7USxXIFvQCHUKloFnuZXKvV0Rf1GrX6uctnnrt8ZmJ+5d/85av/x3/7R8RnGlK2bciUgNNmSWAG53mQzOScdqtMFYjmzQ4k3NpMeBxWnSOwOGyUHlaXhq78uPHTD2/dn1r40z/8LrHMgaapzpCCYvpBAAAgAElEQVR/fnUTfhICMbeyMSq9NawoanX24zhGRIECBQp+4bixtDkQcLvMe8v9bi5v9fqcHospUSjdXtkqV+sUBU62Bbq9Tp7nfza93Oa0TYV3L/S0povluUiCAsBnNV/sadVp1BzPvzu9/KWRXgBAPF+8sxIu1+o0BfoDnuGQF1Z3m42byQwPgNtsvNzXrqYfvfkw6TQmnYbBNl/IlJh4vjgd3uUBcJmN/X6Xij7iNo7K7o8KFChQoODQ+PaXP/O3b195MLOIroSj8dffv3lqsJcoWWfZrUjs3/3wp/FU9svPnAeHxE8/uMVxHAAgmkg9mF08PtA92NO+ubM7PrcMC2xF45ONTrzr62yNxFOL62H4c251czMS06hVpTID9zAolpnrD6bl+eJ3TQZ9Jr+3vFCeDoTTbs3ul2c57s9+9MbdyXn4k+f5t67eMRn0fveBFRBSZPs6W8O7CbT9/ge3HxLvsc1GI0VTs8t7O2Xcm1oI+twAgJml9beu3oFKtQa8tVodrmzHdZGybUOmBPo7W2LJ9NzqJvx59f6E3WJ22xsfAylvdgKibm0mPA6rDoFmWBw2Sg+li6grC6Xy9OJa81o8DlLZ/Ie3H/7T3/8N0S8pPnv+xI/fvZYr7O3dODa7tLy5c17sFBUZpLN5VxPTUgoUKFDwSweX2TC7s7cZNlOrbyQzTpOhxrIfzq1d7Gn79bNDXxntG9vYSZcYjuejmXyqWH7pzJDbbFzcTX7r9OB3zg23OK3JYhkAwHI8/KNaZz+YW3uqu/XXzw599cTARiKzFk9zPB/J5M067bfODL10ZoimqOkw+QkhjmKlWq7WkoVSh8fR4bYn8sU3JhY56T2q5aGsZVCgQIECBYfGUG/HH/7G137w5gd//tq7boetWGaq1dpLX3r24skhWMBqMn7/5be+//JbapXKabeePNbz3e990bj/clKnUeu05BZxorCYDP/N//bvHVbzbjLzGy98Dn5z8UffffH7L7/9yrvXKAAKpfLvfvNLsLBWoxGddDfotL//7Rf+3Q9ed9gslWpNp9X8/W+/cHqo7/b47D/5X//M7bClsvmBrlZ8hbYoX51WQ9M0AODSqeF/8e9/kCuU/vA3viZPB6K7Nbi8sQ0/tg/53P/o737rz19794dvfmCzmlOZnMNq+aPvvkgflFyKrEGn/c9//Sv/51//xGmzlJmq0aD7h7/1DbwiTVN/9xvP/d8/eN1uNTOVqlql+sf/2UsAgI6Q//1bY3/80R2nzZpIZb753NNwbQWui1GvE7VtQ6YQGrVao1EDAHRa7R/8na9+/2/fspiN9TrLcdz3fvPrcFG9lI9kzC6sBR2hU6uFbpVSgYgHKXWQi5EuhGoAACkWuJAyYhC6aDRqjVotGqJSRERdeXt89v999Wd/9j/+Yw32OYZMoh3tFkQinc3kC9/7H/53/OLJwd4//u6LAIALJ4d2k+k/+Zf/T8jnLjGVSrX2x999kViYoNNqtGq1zJXlze3DTkwoUKBAwS8Fur2uh5vRSp3VqVUL0US316mi6a1EJmC3OE0GAIBRq+lwO3bSOWvAzQNwrqtFraJ5oGY5PpottLlswo8adjJ5v83sthgBAFq16nirbyGabHPZaIoaCOytCuz0OJb2v4wQhUGr+fqpY879T/9anbZ3ppfX4umjbdNAXbt29fLlp49QU4ECBQoUKEhl85lcwajX+dwOimp2zTb6fEAe/+C//9f/6k++V63ViiXG5z5wlh7P8/FUlud5j9OO1opXazWtYH97BI7jY8m0TqvBtz9I5wqFYsnvcapVKpbl1GqVDF+cPs/zTLVm0Gll6CAsb2z/+Wvv/rPv/TYuXjKT+1/+7K//2fd+2245cOwfDimyHMfFkhmNRo2/7/39P/1X/+ZP/wg+H1Zr9Xgqo1GrPE477pdcoVQolT1OG/4sSugialsppjhq9bpapUbceJ6PJTNqtcpps6KLMj6ScTdRC/8p6lYpFXCIqoMoE7oQP0VZCFVrJkqPrAvhykq19k//5X/413/yPVwAmUQ72q3mUa5Ud+MprVYT8DiFLYOQBX5lY2f33/7la//Tf/X3Hl8MBQoUKPgU4vbKlkWvGwx5X74386WRHoteN7MdG9+K6h91zfzpjlCr0/rXt6e+e3Hv69REoXR/bTvPVAcC7qGQl6aoGsv9zb3p33pqdGY7xtTqpzuCsGS6xFxbWH/heN8P7kz99oW96juZ/OxO7AuD5CJBplZ/5cHsbz01KpRzfDPK8dyp9uBhFZybm1WabwUKFChQcHQ4bRan7XD7ugEADvXwYLeYhc/hFEUJV2vLTDEAAGia8nvI+XiH1eyw7hEnpgaEfHH6FEWhx3J5OgCAnvbQudFj//z/+sv/4rdfRGK77NbR/i6ZKQYZsjRN47rwPLgzMetx2tAraK1GLbqpgdVstO5/Cyqli6hthUyF0Bx8O01RlO/gZyCgkY+AhLuJWvhPUbdKqYBDVB1EmdCF+CnKQqhaM1F6ZF0IV5aZyoUTgwJekol2tFvNw6DTdrT4m2eBrtyfXvzRWx/+/W+/oEwxKFCg4FcVx4Le92dXbAadzai36HUAAINW0+m2X+xpw4uxHIdP0rrNxi+N9BYr1VvLWzWWO9UeQLcMWk0aO2yCqdYMza0YxZEtMTWOc2M9S7VeN2LDg0NB2ZdBgQIFChR8SqFWq1Sf7J52Hx/fX/vsU3/wd75KHJTwO9947okQ/4ufvPvujQd/IDgL85cLvyh3/2ogmkh9/fOXftFSPAGEfK7/7h9+t6/jcMeLKlCgQMEvEWwGnUmnvbmyNRjcO4rYbzNvJrMFpgp/RjL5av3AqcCRbH4zmQUAmHTaDo8jWz5wgKXfZg6nsqVqDQDAAzAfSYQch97ahuX592dX0GxFnqmsxNMh+6HfJEEo88QKFChQoOBTin/+j34PHpb5q8FX/sSEx8GTmq34xeIX5e5fDQx0tTUu9MuAgOfJHKKmQIECBZ9mDAY9d1bDLftzAUat5lxXyxsTCzajnqnVtSrVF4a6KIpGR0JY9LqP5tfvroX1GjVTq392oBMAQFMAFjBqNWc7Q2+ML9iM+gJTcVtMcDsG/EQJFUWJ7oukoilYzGkyXOhu+/n0skGroQDIV6pnOoIO6cOn5aHsy6BAgQIFChQoUKBAgQIFChR8cqixnEZ14LGf4/k8U9GqVOh7B5bj8KmBUrXGcrxZr0UL//ACsLpBo9Huf2JJVCd+ItQ5Ds1H8DyfYyoAAIteRze93xYBZV8GBQoUKFCgQIECBQoUKFCg4BMFMcUAAKApymbQ41eISQGjYLcFvEDD6lJnPOFLHigBkaNB2ZdBgQIFChQoUKBAgQIFChQoUPBkoMwyKFCgQIECBQoUKFCgQIECBQqeDJRZBgUKFChQoECBAgUKFChQoEDBk4Eyy6BAwS8GLMv9okX4hLCyE+O4PWX/09FagQIFChQoUKBAgYL/NNHs7o+lSnUnlYnn8ky1Vq2zeq3arNf57Da/3aYWbFxBoFqvT62FaYpyWkzt2DleuVKZqda8dutKJJbOF+FFmqaOd7WpaBrdJahFUpn5rYhBqz3V265VqwEAPM/PbGzHs3m72TjS0aJWqZhqLVMo+Z02AEClVkvliwGnHYrB87xJr+tvDdAUBSvGMjmX1Tza2UpRFCoDAPA5rK0el5CdDCBfo15brdXdNgvUPZHNB10OIS9RyXOlcq3OuqxmRHMtGu/0e4SC4XxXI/GugAcAUCgzRabic9jwi6JY301o1KqQy4GsylRrnX4P7jIAgNWo7wn6qEb7ixLUVnZiLR6nTiNiLimbE+GB9DXqtP0tAVWjGPvkQUjI8hwhsLwKdxdWNWrVye72cCK1GI46LebjXa0URRWZyuTaFs+D0c4Ws0EPAChVqvFMDloG//vTCSISAADRVPbW3HI0nT3T16nTqO8vrWk16pPd7URFPGc/McQz+a1E6lTPI2EOle8ySGTzU+vhkc4Wt5U8ZFi0KcAhtOGTQkPWTwREY/Ipx8pOrDvo3fs7EusOeH+x8oCPMwA+PsofB5dmAong9cko+Jj4FAr5ac5ZaK5anSWMdlgzNiwv2mULB2nCkjWWFQ44RXs0mUFvrb5HRHRYKBxSCiUXjrEPBWFveFiIDrxlhH/MYd4TzKMnYsDmQcQG/Om0mvBBvs9hkxrzE48D1RqLd2GtHqfUWBSREo4EGj6FifpRhA7Wn65GYl0H+1Ooqd1sxNXf2E20+9xHePaRepoA2JNLQ882HIEDbOA9t7lTZCoAAJvJ2BvyHd7zJIRJJ9rgNAShBQCgwaMEU5lY2+I4/kR3m0mvkyderdcj6WwsmytVqrAdNmi1Xpsl4LCLPuURaJzVpUr1/vL6z8amJta3dlKZVKFYYJhErrAeS95ZXH17bGopssvxvAyFRLawFU+aDLrNePKHH91BLzPvLazdmF0CABh1WqvJMLUeNhv0FoMBnpmB7uLIFktXJuYH20I2k+GVa/fhxZev3WOqtaH2kFql+uGVOyzHpfLFxe0ovJsulJa2d5EYdrOxVKm+fmsMVRzpaK3V2bfuTeJl7GajUacTZScDyDeazr568wHMilypvLi9K8pLVPJoOvvOg2lEMJLKvPtgWigYwXd8ZYOp1gAAc5s79xbX4MU78ysyosL5CPSzyFTyZQb9hOxsJkMsk397X9rmqa1G4+lCUbSklM2J8MCd9cqNxpZ/IliNxHaSGZbjwolUw8KEhEKBZVRgqrVkrnCyuz2Ry9+eWzne1VZn2SuT8yzH/fjG/aDL0epxvHrzQZ1ld5KZl6/dm1jbAgDgfxMyE7I1qYIUUHVR4vIgIiFbLH0wMffFU8NOi+nla/cAAOcHurfiKbS0AQHP2U8GdZZ9b3wGf6psPt8bWub98dnh9pYPxueEt0SbAhyEDZ8gGrJuEvLqE43J0XC0IDxC5G/GkwvhKABgYSuyGUs2WesIqdE8Pr4AkKf8mO1Gk1yaRzOBRPBCPw/loI/Vm0J8fP49MqCphXZ4UiHxOIDmEhrtsGZsWF60yxYO0oQlRQecoj2azKAXlRcdFgqHlELJhWNsHPKuFPaGR4CoHWSEf8xhnqhDj9ZxiBpQSEGU5hFaDyI24E9ikC8z5iduEV2YzFgUkRKOBBo+hTX5XLMRSyzv7AIAMoXSg+UNUcVx9essC4sd4dlH6mkCf3KRT42GI3CADbx5np9eD0NJLE/i8AXRpBNtcHAIE5nQApaReZTgef61Ww9DLkeb17kSiclIyHLcXDjy9tj0/eX1zXgqkStkS+VErrCVSD1Y2Xh7bGpmc7veaHlyg3mIRK5we3GlUqtLFajW65Pr4e1k+qn+br2GPFoDwWkx94X8fSH/+Mrm9Mb28a5WaBqNWl2t1QNOewCAydWtnqAXzdygu1pssiSRLXQFPD6H1eew9gR9AIDVSNzrsJ7p6wQAeO1WjuMnV7fgy3xRMWCtpZ3dlZ0YquixW+BTOl4GALCyEyPYNQmNSvVgaR0SJ4REvEQlNxl0sUw2msrCeb6bs8vG/XkmXDACHX7P+m5ioDWwFU8xtRoAIF0oOiwmAADP86VKFU1W8TxPURRSFl7BfxK26gn6fnjlNiqJSEE6pUpVp1HjZ6LA626b2WO1VGt1HvA6LCpE7QAkwgPpuxyJQbKIfrla1Ws06E0sz/NFpmI26JF2+oOnvPA8X2AqsF0QaoGodfo9FEUVysz8VqTF7RRaT9RESELip5QKAICdZLrd6wIAGLXarz51UqdRu6zmv716d2M30d8SgLcGWoNr0bhRp/vW5TPvj89CYdDfCFBmwh3lShVXARoH975Ooybch2uKqkPiDV0vY6VEttAtyKCQyxHL5EWXLYgSR74Td1+latBpAQBFpqLXalAtpDVBH1XPFsshl8NmMuDSEvmOBx4AAEWXqGVwaNVqm8mgFhwXJJoCRHjDkuVKVa/VyHMRWgOKJ6q+VPYhIsLkkrKwaNQBscakmdzERUWNBhGE8r4Whq4MZcKGTw/3/fWHt9u9rjsLq7/52afkzYv+QAEgJCv0JlEGF0xKKqEAAACW4+DLhHK1SrzBw+nIpIyU2SEI64nWasYLoqZomI/EdaKTknIEkhwlC4RUiIraUCaen2DjQ/ia6D1ldMQ1FdIh81dMJHkXIFMLo1oqJJqxVUOPS40igHRgiELYx+Gma8YXCESXvRZNCAdpJ3vahSWbkRM0GvQC6WEhMaQUQnQQJdM2EuZFvSHRUDcZ8/KQEV44RpIZoYnmvpSaTY5eZAyINwuwrmizf1hGMsAH+TvJjMyYH79FdGGxTF5mLAokRgLNPIU181xzebjvRx/d6Qp4P5iY+/yJY00qDnGoZx+ZpwniyUU0NSAajsB7Q3408E7li60el8yTIJFWoo2M/BBUNP1hg4MaWDyRRbUAAMg/SqxF44NtwTavCwBArIvHUanVby4sp/JFmqa6fJ6g0241GrRqVa3O5spMJJ1Z303Mb0cj6ezFgR6jTitFR26WIZrJ3pxfQQ0oTVFBp93vsGnVqpsH35Mn88WPphc+OzLQcI1xm9d5e371eFfr+m6izeuym4xzWzvHu9qIYlJ327yua9MLPA9OdLfBRjCSynT5H00Fdfk9V6cXpGYZIKq1eqVai6azeEU09q2xbKlSVdGUTqMRsmsSJ3s6pta3BtuC8CchpIzkvSHfuf7um3PL37x0OpbJwaGDUDAAwDv3p071dHjsFlj39vzKQGugznEOs6lQZtaiiU6/J19i3rg77rFZEtn8i5fO6DTqua3I+Mqmy2IKuR0AgEyh9MbdcZ/dFkllTnQf8EKRqcQyuWgqC5dIJbL5d8emHWZTtV7/+oVTc1uRidVNr80aSWW++tQJVOXVGw++9fSZY63BnVTm6tSCQadt8zhRqyRqBxwoPNAVjuMq1RrqUea2ImNL6z6HLZbJPX962G2z5MvMm3cnXBZzulAcbAtOroVdFtPzZ0YQhVyp/OadCa/dmiuVnx7uI7TAqUXTWaNOtxFLzG9FugNei0GPF5byNSEh8VP0Sr5cgS0LakYzhZJJr0vmix7b3gJ7r80SSWV7j/mr9b05vpDbgf5GmNnYNup0TK2Gu2NseQOq4LZZkHFeevrs/L73W70uvHytzuKa3ltcg9WLTMWo03lsFjyKViIxmboCh4pkkEGnzZXLfiCSpERcURSFfPfipdNEPK9EYpNrWx6bJZLM2EwGo04XTWefPzOs02hwrel9yxPVx1c2F7YjRp0WxadQ2p/cGvv6hVMURX04MWfQadeiCRhd0OxWo2SE0DT16s0Hnz1O9rKiKXBnYbXL7/HarVPrYavRAAC4Pbey4UzuZrIvnD3OcpwoF2FKQudeHOoVVV+UNU6kN+QnkmtuKyJq4WgqK4w6ngdEY9IwN/ECLz19djuRRo1GvszgQcjUaqKSAB6Ihi4R+ThlYrCrVqmeGuj+/s+ufvHUED7cJ8z77oPp070dBp323bHpFy+ehgGgUauEZAlvqmgaL4OrfH6g+/r0oqhUwnDNlcrvjc24beal7d3ffe5pvORWPIVY9LX48ZQhtBA1O4qQR9azWoiOA6VnM16AhVF3UGc5UXaisgFBr0TY4eHKhkyyICKiDWO1zoraULTwk218cB/ptZp7C2tbsRRkZDMZCeJv35v8xsVTu+ncg6W1r5w7fm16cbijxWkxEXTO9HUS+SsqkttqkfI4YWphVKM0JHrDBg21BDuhDXEiNpNRPjBEQfB6HWux+1r812eW0C3RfBF99EVdtugg7SRoF5aUFxJCftALITUsJIaU4OAIEAcaRBFmRNktOrBBvaFRr4P9yPNnRpqMeeFXgQSEwhNAZhRyxLuk5UiMyH0giJZDjV5QyIkaEKbD5NomiiidRhNw2olmHxY7AqOGIMb8UrekujA8OPHyDcfhEMJwbea5RqtWj3a2vX7rocWgd1rMUlFarlZT+SIAAH9X3+Szjwx3IHhywSF8vmg8Ag89GnjvprML4chGLAEAeHZ0wH/wMZOIQ9FGpuEQVKrBwZ9i7GYjjHD0gRuhBQBA/lEins1r1Oof33hAUeDisR7R5+Vanf1oZiFfZtwW89neTnwSQaWl9VqN12bpD/rHVjci6eyV6fnPjRyTCiTJSYECw9xdXENudlnMZ3o6zHodAKAieNQBABSYyu3F1acH++SbW6NOV6vXAQDT6+FnRweMWu2Pb9wXNrhSdzVq1e984dLs5s7L1+4NtodO9bTDF7OogE6rFn0zDzG1Hl7a3lWr6M+fHJzb3BFdfLGyEysyFZ1G/fzpESE7AMDE6lbtoAUoihrtbNWoVdgV8Lnjg+89nL041AMAKFUqQl5SkpsNOmNJG8/kb8wufeHE0DsPpoSCAQDwwbrdbMwUirFMzmu3+h229d3ERizxlbOjt+ZWvnhyyG2zrEXj0+vh070dHMd1+NwXB3um18MAgIcrG185O+q0mKfXw8RnL8lcYXE7WmKq8KfZoP/Os+dVNP3Og6kSU+E4bqA1cLK7fSOWXAxHDTptKl+8u7D6wrnjBq0WVh9qD53obsPJIjvMbe5MrG3RFPXNS6dxpig8AADTG+FoOltn2QvHelABjuN6Q77zA91FpnJlcv6Fc8fHltafOzXstJjuL66tReNQO5zm2NLGF08Pua2WWp1lOY7QAqfW6nFyPHe2r5PluE6/h6nW8MJGwXsVQkKhwKIqAADqLEtj45JssfTWvYmvPnVyZn1bs99JaNSqOseCRuB4nuM5wh1IhY8m55FxNnYTuPfx8iOdrbimqPrk2hbHcw+W1/Eo0mnUMnUJ8UQzSE3T9bq4aoQiRaaKfAcAEEpyrDVwvKttfiuSLhQvHOuJZXIzG9uAB7jWqC0mqh/vbtWoVfgoUyhtq8cF9zdJ5grH2oIouqDZiaRAEcJUa+lCyWe3CreVEW0KOI6HacJxPMfxAICTPe0jHS2pfGFseePSUK8oF2FKQvEIpyP1RbMPJ1IoM0RycRwnamGH2SSMugJTIRqTJnJzHRc1WyyjRqPEVPAglJLkfH+3aOgSRsApC6Mu4LLny0zAZQcA8DxfqdUpiiLM+8xI/2u3xrRq9WdGB1AAJHMiZAlvZgoHWkJc5bGldRmpiHDNl5nnTg+7rOY6ywGeR3LqNGq8sb06uYCnDKGFqNlRhCDrXZmcJzoOlJ7NeAEAgHcHUgEplT5Er0TYQT5ZfI69jBNtGIuVKm7DRy4TLfxEGx/cR7Mb24PtwUfNdX8XQdzvsIUTqa14KpErAAB2M7lnLCYhHcKGhTIjKtKzIwNSHidMLYxqlIZEbyhvKyl28l3J2f4u0cAQpgYOgtejFjtfXNmJ4bdQFdHBCQTRZcsML6U6dxnID3ohpDgSQ0pwcASIAw2iCDPKD2xQbzi9HkYNdZMx/+zIgLziQuEf2eSgGYUc8S7JYTYRuS+jZjOjFxRyogaE6YBHVH+LX9jsw2JHYCTE1Hp4J5UxarVfu3ASCMb8OIhbeBcmtCpRXnQQIoQwXJt5rgEAHO9qvT2//LtfvAyko3Q7kaHAGthfJQrR5LMPhNTTBPHkggN6Fu864fUmR+BWo+FLZ0Z8DhtTrb1y/f5vfe4CfpeIQ9FGpuEQVCr98aeYSq0GI5zQDmkBAGBZTkYRplaLZXJfv3CyVmdfvn7vNz/zFC1YbnN3eS1fZgIO2/m+LqnFOHqt5kJ/98O1zbXdxK2FlWeH+2mx+VbJWYbJ9XCN3ZPMZ7de7O+haYoHIJHNJ/MF0SrxbH4rkWrDFnIIkS2WzQY9y3Jr0XiBqQAAdtPZfJnBv3KRv0vT9HBHy3BHyw+u3B5qD1mN+myxjEbz2ULZZjIQmqKZ5pGOlhPdbe/cn2pxOzdjqVypLJxjG2gNPDPSL8VOp1EHnDbiQxSKAsItMIMuu0pFb8VSAACTXi/kJSo5/PviYM9rN8c8NovF+EhxQjACJr1+ZmO7K+D12a3vj89WanWdRpMrleF3E06LaS2618u6se1V8mXGYTYBAPRaTblyIC3bvK7LQ30AgLfuTmQKpXyZuT6zaNBqo+ns+f5uAACcM9Np1DWWMwAwt7lj0Grs5r0p29HOliuTCz/86M5nsDk/ZIdjbcFjbcG37k1WDz5twvCAfw+3t4jq67SYIfdqrQ4AyJbKV6fmAaBYjnOYjbh2ELlSGeqoUaui8SyhBUENRzybxwsL56JxCXeSGaHAUirgqbi0HX2wvPHVp05aDHq9VlOq7nmhVKnC+ZomgbsDXcSN0+Z1FZkKsg9entCUCGYiirx2i0xdEWUFGcQdXO4oowjuO1FJ4NJNvVYDJ7n1Wk2tzpYqVVxrKUVEuRPSDne0wK6uO+gDB3MHSEfIg6X1z44OLG5HZza2oTod+9sOiTYFBCiK0qpVAACH2VRgGCkuQstD8QinY4YVyb5kroCImDp0PrsNHEwHUQuLOkvYmDTMTULUdq8LNRpmwaSeqCRSoStD2S+YuX/v4cw3L51+/+HMNy6ejqSys5vbFEX1BLw355YRZbvZ6HfYMsUSvj2VaCtHgCiDC3ZxsGduMyJVnQhXl9W8EI70twTShaJep0VyfnZ0AGdBpIxoekpFiBTrw3oBHOwOpNhJBTYRSIQwxAsTIll8gJzXw0PUYTbhNhQq/vE1PriPgKC5Joif6eu4u7BartTafa6N3YRbOuRwG5o6dNDgwmyVcgFhal7AAqWh0MUytpJiJ9+VSAWG0E04CF5BlwO22D0B71YiRXR/ojbEqRFdtswgDS8ZSR34LF+0d5Mf1jbDER9SyhlkfxAl1TY2HNigeGsy5jHFD9DB7SAlPGFwIUeZEZqoOocavcgbcE/C/TFAz/7386LxcwRGQox0HLCGzJifuIV3YUBs5ImXb2YQIgxXeL3hcw2EzWSU+gwQoifohfLUWfb12+PoevPPPlJPE8STC14FetKWVHwAACAASURBVBbvOmmabn4E3uLZe7bVazXwu1Q8wok4bCZIhGaRSn+8ga3URN6j41pACWUU0Ws0nV0eFU2rtHTAac8USzDLELaT6Wg6azMazvVKTjFAUBR1srOtwFTi2fx6LNHlE9k/WHyWIV0oRdJZ+LdOoz7f20XTVJGp3FlcTRdLolUg5rZ2ZGYZeJ6/Pb98urdjYTv61EA3nN5b3I5Or4fx+WCZuw+XNzr8bmhutUoFAN/XEvjZ/cmeoBf6++7i6onuNrNej3YfTOYKaG0VAMBqNHQFvPcX13qDviuTc3A3VJ7np9fDI52PFtJIsQMACN9PSuFzJ479x59dG+oIifISlRx2hFajoSvgGRXII4NOv/tn96eeGelX0XQim4cf7ViNhlSu6LFbkrnio49/KABgB8ADq9GQyhddVnOhXJHazoSp1rRq1cOVjZcun9WoVW/cGRctdmmot15nr88sPj3cDwCo1tnPnThWq7M/uTWGFividgAAFJmK+uCeDjA85DVN5gu9wAenNgEANqNhsC0EW7rp9TAQ9O9WoyGdL8LVU0ItCGrQMnB6taHKR4Zuv2/eSWaWdmLfeeYcjIEWt+Pe4lpfyA8AWN6JCQ9iaBJIBdw4AIBYJie0DxBoiqpDiEeRdF2AvR8iMgiSrbOs8ENZUeC+aygJAqF1k4oIpQWA12k0NEWNrWx8/amTi9tRwnpSEVJjWZ1W84WTQ2/dm9xOpH/3ucvolmhToFHRcAhVrdc1ahoAbbZYAgCk8kWLwSDFReQ6Jae+aPYRRITp0DyEjUnD3CREZao11Gh8+exoM187S4WuDGV87TQAYC0atxoMfS3+zXgSbmoddNkBAK/ffohTzpeZeDZv1GnhkjFYV7SVI7xJlMEFk5LqUeOMhWs6X1Sr6Kn18HOnhmmKCrrswf03Vzgdt9WCp4xoekpFCLJek4km5QVwsDuQYicV2EQgEcJwHCeTLET7Q4CwobxST7bxwcNgoDUg5IUTtxoNuWJZr9N2+b1v3p148eJpUTovPX22yU5KrknETF2sVAgWKA3lGRG2OnILDCEatELPSgUzTVEPVza+duFkrlTGb8WzeUhBNG1FITpIExaTGXAiyA965Tmi+RE0pJQSGB9ESbWNjWNmPzMO2w7I26Gh8KIc8S6JaFqpKgX4xxq9CCEcheo0ahRR81sRIBE/h2X0BEF0YfKP90BiEEKUEYYrml6Xf655TF2af/aRf5oA+08upf21UMizeNd5qBH4vcW1vpAPfvxSrlaJyUQiDo8WJFINDt7AEhEu1KKhIm1e19L2Lpz/zRbLwu1vZsMRAMCJzraGJ0hCeU50tr03MTsfjnR63cI5VvGhZDiZRn/3h/watarGstfmlhru6FtgKpliyX7wGySNSjW9Ht5JZViWG+5oaXE7f3Jr7IunhuHdnqDv4fLGhWM9KhUN5Vvajgrvwp8dfvcbdybcVnOBqbitZp1Go9NoBtuCf/H+TbfNksoXegI+uKWTQat9+do9nUaTLZa+8+x5AABNU3BW5nRvxw+v3B7pbOkN+f/i/RsuqyWRzcO13EhUAECr2znYHiTYyasPWdAUBUcwBq324mBPgWE8douQl81kEEq+vLML68LZOLD3tEMKdmmo9+djMye62lAP2un3BJx2qGDQ5YBnWJ7u6fjpnYduqyWRK3zr8hkAAJLNbbV8ODn3lbOjb9wZd1stmWLppctnhC7jOK7N6zLqdT1B3+u3Hxp12lgmT9MUokNTFPo52B766e3xdL7osJgWw9HF7ahKRcMNICCQHTw2a7pQHOlo0WrUwvDAnSXEwlYkWyglcoXnTw8DAE71dvzk1pjXZk3kCv0tfuGnQad62396e9xrt2SL5cG2IK4FQS2aztIUbdRpo+ncTjJNqPzug+mRzpaA0477mnC9MBhEVXBbzWvReHfQuxCOJLL5H129CwBwmIzPnxnRqtWv3RyjKcqo18LVvzT1iA7+N7pCUzThDqQCbpwXL506UAwrT2iKqkPiRBSt7IeoaF0YV30tfiheh88NA6xQZtw2y95eALlCu89NBDCRO5A47ruXnj4rJ8mjP2hCazSPS1QvMhUYAwjC5gUAMNgWnFzb0mrUiAtiROiO6Jzu6XjjzrjXbs0WyyG34/VbD1E3I9oU9LX4X7s55nPY4BWaol6+vhbP5uPZ/K+dP76dzIhykUpJKfVFsw8n4rSYiOQSD5i9eBM4q6edaEyayM0Doi6Fd1GjQQShlCRSoStDmQi82/MrsG18ZqT/x9fvo4WIBOWrUwtfPDmk12neujv5rctnIHfRVo7w5uzGDl4GF6w74NmKp4jqYL9xfuHscTxctxOpt+9Nee2WK9n8F08N4R/64mIMtYfwlBFNzxfOHReNEGQ9YceBhX1jLxDdgVRASqUPEUheuxUXhqlWZZKFqdZh+yMaom1ep6gNxeP5iTY+uI8IRkCspw66HUadNuR2qFU0+gyEoEPY0GU1i4ok0yYQpp7d3CGiWqo3lLdVky0w0ZVItWwwaD87egzvWR6liSCYRztbx1c3tWo1IQbqm3AF8dZA2GWLDtKEJS1GvXDAqVGpptbC4UQa2ll0WIsGvYim/LAQDSkBALjkooMoqbZRNO9oioZ/491ckzEvbwfhePhReyIwOMFxaTuKd0katQrPfa26+OHk3Ghn65FHL4iv+Ch0XzsUUaLNfjOMiE6HiA272aiiacIawjG/1K3NeBLvwj5z/BhhVSEp4SAEQuYpzGOzNPNcA4Ee+MWHeZimFEWpDgZew2cfeFf+aQI9uRSZqtCzCM2MwMH+wLu/xf/GnXGnxZzMFeA8CP5QQKSV6Nig4RBUqsHBG9hvXT4DIxydCCvUwm2zyDxKBJz28ZXNN+6M11jWZTFdnVrEfZQvM7lS2WUxwzVNPM+v7iYSubxGper0uR1mE8txS5FYpljSazQ9Aa9Zr7Ma9H67NZLOpgsl5/7HfQjUtWtXL19+mrj6/uRcZn/NwldOjxi02oXt6PTmNrK4w2zKFEvCMzYAAMNtof6QX3gdB8dx+Hcg8CfH8zDIRO/i1bPFskGrwc+e4Hk+X2bMBj3+gqJSq1XrLP6K/hGL/T94ns+VGLNeJ3NUr5CdnGo8Tx/cFFqel1ByYh0Oqk4yEpgFXcFvEXss8/tb5QMA6iwLXy+LbsIsRKVWpwBQq2iapnE6HM9D+YjdsFmWq7Gs8NEC2sGk18qfBCuq+PR6WKtRt7qdOq0Gv1soM2hCTjiXhuuIa0FQwzcT5nmepmm88PjKZpvXia8sIiQUCizlOwDAK9fvf+nMiOge2vBIF/xlMk6HoIm2ZQaYO6AuUAVkHLyYsDyuKbIARVHCLeIb1oVxhWv0wfjc+YEuqGyuVH5/fPbFi6dFAhgLJFwRIoBlJAFY8COtcRYENaEMQJDvd+ZXAk57m9eFs0OhQuiOI19iTAYdTVFCLsKmgOO4YqVqxgTG5ZfiIpWSUuoDsexDRGY3d4jkkrIwDAzRqBM2JvK5SYiKNxp4EMr4WjR0hTGAKJP9i3Ry4ZSJvgMFgGgrR3hTWAYJJtVIChvnV288eOH8ca1aHc/kZze3nx098C00YTfcC1LpKZUg0HqirmzSC3g7Ix+QUoEtk/VC8xLEkemEYfOTm2OiNpRpRZ9g44N8JFpXqqcWdiJEzCAbQoJSIsl4XHhAgzANpVwsZasm2QkFFg0M6FNhzyIVzFKBh8o30xrgMguHl8KSwgEnDvlBL0FTflgIi4l2XgSk2kbRvIMEiX6k+ZiXsYPoeFjKjDhH4XiPyH3o0McZvchYDxcbNRGiCdKQEdjvkqSw59NGIsnUPSwd0ecR+aew5p9rZMJDKCFOqplnH6EWDZ8mDgXhCBwXJlssI3bEQwERh6KdezNDUNEGh4guvlFEiSqCmzRfZrRqlU5DtoEr0dj42tZIe0tf0AcAGFvZWIsl3FYzU62XKpUvHB98uLYZz+Z9dmu2VOY4/vmTw1q1anU3/nB1U/j4Pzc3S127du3y5cvgIH56bwJuR6lRq7529gQA4OrMYjyXh3d1Gs2vnRmt1tnpjfBajPy2pNvvOdEpvrGNAgWPiZmNba1a3Rs6cJZMtlg+2hI1UWpSWI3Euh7vNGkchTKzEUsOtcutHvyVAb612+TaVk/QJ3PszacKt+aWd9PZb1w83bjoLz8OlQ4KPmHcX1yLpDIuqyWcSD010C26n4ICeSg2VKDglwhKl6Tg04wn+1DwKcH05vbCdvTiQE/AYavUam/cn3Rbzc8O9ddYNlMsqWj6w6n5Lp/nZFdbkanUOc5mNAAA4tn81dnFbr/3xMGvXebmZtWiU0Vo30e07gVdQdCqVae621me34wn8esViT1aAAALW5H+1gAAoFSppnIFtJfGSiTW5fewHBdOpDt87lKlms4X8XUmRaaSLZbRtzSQzlo0nsw92ofS77T5HTZEQUgfTpKtRuLhRAoAMNQech3cjYy4xXHc+OoWx3FqlarT78GfY5EiAAC8WJvX5bSY6iwLxYAFwomU22oRvq2SkeRXGB9OzAmP92sefSG/MGJfvz323c9fapJCJJXJFcvQfaLUpHC01gRnh8Ns0Dc/xSBF5MmiSS5HEAY/nkPmizs8Nj4ZlXFeVpNByLEv5H9qoMH2YwQeM8KfFFYisXS+CACgKGqwPWjQaussO7G6lS8x7T4X+i4Av9hMOnwcfvlkLEY0y/hPqZYfAEDT1ImuNqZWF+1QMoXS1Hq4zrL9LYGgyy6s2PBtQ/M409dZKDMFpnKmt6PJhXUKCCg2VKDglwiHGqEpUPAJ41dvigEAAPeMg3sqFytVAABcl6RRqTxWC9xOAV7B12LDfX9rYgdQio+BtOpHi2nhORz48qdKrfbOw5lkvggAGGkLEY2A1OYFKzuxV2+Owe0xE9n8Dz+6gw41eLC0XmPZQrkyvrIJ775y4z6HfY7x3sOZxe0oQceo01pNht1MLlssW00Gg1aLUxDSBwC8dW9yNRrrDfk6/Z43707ghxsJb+VKzMxG2G42GrSa124+SGTzQkUAAKiYXqt5/dZYJJVBYkDMbuzAg2FxyEgixGokJnP304PtZHohHJUvE0llH4eFRq0iVkYlcwW4YKlJKxWZSrZUlqL2xE2NszsCoDxCIs2Y+rBoUtTH1EgGeGwQXKT0beivZgwFeYnq5bKaRRf5y+AxI/xJ4e78qt1stJuNdpNRTasAAD/66K5eqxlqD81u7jxc2YDF8IvTG2GZZYdSoSiPJtuEJuP5cdKTaJbRT5mWH1qPoijRDoWp1l69+aDD5+4L+a9NL8xvRYQVCRmYai1TKBFbNzVEKl9Ax1L6HbaP7/GYZTmZc6AxeYo1iZNom4QoBaTm47OIpiVzENmQqdZSEqdlPRF83PRlwIl9yioEbvDHAc/zokexPilUajU03Hr82Ht8PCm7yYOI4SZz8xcFmYx7HMARGnR6w0bjyeLTEGkfN2p1ts6yPM9XarWq2PNhM3h81x85to/m/U95KjWPx7Q88j5xHc4XwAM7TDotACBXYgAAdY7biCcNWg0AAA4Cy9Xa9v4ejtARGrXI4ER8lsGo25ui4Hgerhfo3H8FBFFgmIn1TQCAXqshPt2UWgv9cGXj2dH+ybUw/Om1W9++PyWuPQA8zz9Y3hsHxzP5jdij5RKIjs9h6wv5PTZLwGXvC/mJ5QBC+pFUplKrfeHkUMBpb/U4f/vzF9FOflK3LAZDT9DX3xq4PNw3u7kjqggqBk9bWWxirCwjSZGpELtdcDx/d3EN/RQWQFGCenr40U6TF9Ef+RJTq7MTq5uIEV6sWq/jzRBsmOosCwBgOa5QZgAAIZejb39tG8/zlVodX9hCbB1KKAIJInnwu/gtoZzTG+Gh9lBDKwmv1FmWEKkhEdFaRDHRWoQp8GIyTiHkwYkgUwvlAQIr4QaUd6uoqBCFMsNiBzIJnYuTJe6KRhdhNCFHnIuovjL+QirjMUmogMuMiyr6t7B8wwhHEPIl5CTyCN0ivCMwsni+AACYas1qMvQEfT1BX3fQq1GrdpJpp8U01B7y2C1fOjMysbIJABC9SKgMycqEopRSULYm2wS8GGExpLV8eiKmohkhBfmWvyfo6wrs7fYs7FDShaLPYWv1OENux3eePd8d8IpWRHjr7sTN2aWFcOSV6/djmVyTEgIAlndi2ZLc0U4AgDrL4sFzBFRq9VdvPmjmwXh5Z7ehPDJYjcQmVjeFFHA1H5PF2P7gQQrQF/Nb0VdvPCg1Fy3QwquRWDPRdQT6TxB/c+0eHPyhqCDCA2ohE1eHUnY1Gl/YihDEH1eHR9Tir98evzW78rfX7iVzhccMjCeCZvLx8QFjGBpTJjeF1j5aU/CYDUjDjHscQKfjrkfSfny++DRE2qFwqJyFePPuxN2FtbfvT71+e/zGzNKPPrpzhBh4TNc33+8IcYSe8XHYffKQ9+ZjWh56X/h2B27WmyuVAQA6jabD60rmCx9Mzr03MTu+tqlVqz02y3os8dHMwgeTc+PrW5V6HQCQZxgAgEGwZh9InTHhs1nRgTTL0ZjHZvFYLcdaAnPhCFZK/BWfX+ygRzhSPNfX9Vcf3jrb1wkAaPO6ypXq/FZEeKoTAGCko3VmPXyiq02jVn04OffMcD/cjVJIRwpC+tuJdG/w0UCWpij0Ukj0Vmn/zRUAYDOWhIeIyAsQy+bhKa/Veh2tX2BqNQDA++OzHV43PHZFlF25Wn3txpjHbknmCie62/v391K+Pbeyk0jfXVgd6WwRLfDjGw++9tRJjVr1Z29++A9e+CzP8y9fv6+i6SYvfvuZc9li+fXbD4Mu+/LO7rm+rmyx/NM7Dz1Wy24m92vnT2QKpatT8z6HjanW3Dbz08P9q5H4R1PzrR5nKl/UqtU84M16fSKbP9XbUWIqJ3vaVyPx6zOLfoetwFT8DtvxrtYf37gfcNrzJaZWrzPV2mu3xtxWcyyTe3q4v9XjXI3Eb8wuGXXaL5wc0mpUuJoalQrdAgDgckL1N3aTzwz335K2EmFYuJ9tLJN7+96k22YplBm4E3IzpiZqEYp4bBZCL1hrZmM7UyhBU1wc7CHkmV4PizoFl8dpMRFElnd28yUm5HYItSC8iWx7fqDnyuSsjFuFokKC5Ur11ZsPfHZbMl94eriPKDbUHiKiBXf9xcEeQh7CaE6LCY8NPJtwLl67RaivlL/wmIlnc/kSM9AawFUw6nS4zDjTV67f/9qFk1q1ejedndnY/tyJQWhSvLzTYpKPcESNMJ3dbCTkFM2jbz97bmM3iXtntLONMDJSUKdRC6MukspEUpkffXQHANDidl4a6k1kC779Q5vR9s6iF/ckPxilyVxBKhQJh9bqLJLNZjLAQG3YJqBiuMVGO1vvL60hree3IlLpiYL8RHfb9elFIiNkINXysxwH23+DVgMnC4Qdis9hyxSK7z6YPtXT7rZZ4BsAvOIHE3OozZ/Z2G71ukY6WgAAp3o6fnpn/JuXTlfrda1aDQCo1usUoFQ0Va7W0CrEUqVaq7PwSz2W5RLZvHP/EIESU6nWWbvZWKuzsFYqXwwnUvAwpnS+qNNq8Ol+YXmTXleuVMvVGtoReieZbvO6fA4bKkNTFF6AKF+rs/uLJPf+IBjhd9F1AECrx5XY/9QRvw4AYFk+mSs4sE2qCabQVrjRKApkCiXcMizHC+viiuO+qNbqgAJSZsHFi6Sy4UTqdG+HVq0mtCOEFNKHCVWuVOGyu1qdpSiQKzEOs7FcqVbqdYfZJHpRtCKur9DXuVLZYTZOrYVDLgeU+cKxHiS8mqbL1Vqrx7UXrvsGr7MssqpWrcaVbSgDf3A6FhHHAxiZSEYFoa8BABzPDbWHBtuC6UJxej2MlspKuYmwiZDmAakO6kVTVKZYclhMLMsJYxsn2zAfhfkl5fc9dTBJ8BiGxlyLxtu8LrTJHC5Vq8fFA77OssikyOmE+vkyAwAIx1Odfo9WrYJCIsmlau0ZDbMw4UFcWgTc3aKZIgyDZnyHgEuL+4JIeSlrC5UCYqlEuEYoMzJpf4sffhyH0yQIkqbAPI63afAPuVCRsGGTOQs/7oakOnxuq9Fg1Gm1GvVgW3B5Z3d9NzHc0dJkQom7XtpcomYX9jtE7sin8KF6RsTOaTFzHLfHq1HLjLuvVmfhPrv7r+4bXIEex+OEqdaQhKjBoSlKlDVMf6Elm+nmCF+g60iYVo/TYTZ5BecN++wWAEAknYH7OJ7qaneYTcl8Qa1Sdfu9FoP+0kDPSjSeKZYcZlNvwKtTq8H+wgqPjaQGAFD93u/9XlsbuVmjTqNe3Y3Dv/NlxmY0WI0Gj81iNxmZWq1Sq5t0utNd7Qadtlytze6fPQEAsBr0g61BIZt7C2tdAa/HbtlJZkx6Hcfz6ULpM6MDb9wdP9YaWNyODrQGanV2fTcx0BrIFsuZYqmvJbC0HaUpKlMst3td6UKpw+cm6FiM+u1kWqtRQ92Yag1RENJfjcSdFpPTYi4ylVdvPJje2C4yFXiuydL2rvCW22r5cGJueSd2Y3bRZ7ee7eukKEooAFOtXZmc34wnp9fDdZa9PNxXrdXvLKww1dpOMrOTzGwn030h//GuVpQnoux2kpmB1sDp3s6h9tDPHkyhz9dDbsdmPPX86ZF7C6uiBSrVGjzvY2J1q8Xt3M3k9Bo1PJuqmYstbufDlY3BtuCpng6vzbqbznYGPMPtLX0tfrfNsrAVMRt0lVr9y2dHj7UF78yvdvk9uVKZpqjPnxgcbAtemZz/7ucvdQe8qXwhlS/qNOqgy5HMF3gefOHU0LG24JXJOaZWG2prOd3b0RvyTa9vV+v1Y63BUz0dfS2B98dnh9pDyXyhyFS+cfGUXqsh1Ay5HegWIWeHzx3L5LLFcm/IL2Ml4kqL21mu1jieV9H0c6eHB9uC6JVjQ1NvxVN4rXuLa7gipUqF0AsAkMoXKUAhUxzvaiOI94f8ok7B5RESSeQKTLXGciJaEFayGPX7BlTLuzVfZggukODdhdVjrcHTvR2DbUGDTpsplvBiJ7rbCLK46493tRHyxLN53EoFhsFjAzElVA65HUJ9pfyFxww0VDiRxlVQq2hcZotRX67WYGsWcNq3E+mgy3Flcv50Xwdc1UXTFF6+3eeWj3Ap0z1YWifkFM0jmqZZjsW90xP0nuxux438KF8OBiGMOqZaa/e6Lw/1DXe0zG9FWI5jajWtWu3dnwKeWt8e6WzZSaWFF2EgESb98tlRqVAkBPA7rEg2AAC0f8M2Afo36HLgFjPpdaOdrUjri0O9UumJGpBYJifMCAjUO+A/VTQNm2Ki5I2ZpVS+sBqNO8xGs0Ev2qGoVaqRzlaaph4srz9c2ewOelmWwyuOdD5q88dXNo93tcLxn4qmIYXr04s+h1WjUr37YDpXKt9fWrebjPB4xdVIbHxls1KrZwqlar2+GomraPrW3PJAa3ArnprZ3E4XitFUJprOwlo7yUw4ke7ye2Y2tjdjyXAi5bSYoAtEy6cLpcnVLaZaW9qJws0pZjd2Iqms12ad39q5v7TOVGsrOzFUYH03gcprVCqHxfTR5HxvyMdy3HsPZ+D2bDijibUtdFev1aDrIbdjbGk9mSuE3I5krohf306mF8NRmqJuzS9bjQaHxRTL5AkhAQCE0abXt5Fllnd2J1a3SpXK0vau02rG644trSPzHvCFilbRNLqLm0VF07h4c5s74UQ6XShaDPormO4atYoQUkh/LRp/uLxZq7Nw79uxpfX5rQgPwM/HZphaPV9mViKxRDYvvMhxHFER13d8ZZPwNQDgzvzqqZ72rXiq3etaDEdhVCxt70LhJ1a37Cbjys6uXqtJF4rI4MlsAVm1N+TDld1NZ2VkgG01y/FofDm2tK7XaqKpDArgIlNBJkrmCqIqZIvlxXCU8DUkXmSqFoN+bjPitJiq9ToRGISbcJtE01nCNXhaFcoMode9xTW1SnVrfnk1EusL+fHYxskmc4WG+SjML2gZoYvbvS48PAAAKIZP9XZAY65FE5FU9v7S2omuNlwqSHNmYxuXB/quy+/ZTqaRDOVKdXlnN10o7mZy+f2mJldikOTZYllYC0qOKwjzF3lQrVLh0kKR8LZidnNHNFOIMECNpKjvYIOTLpQcFhPskZGOsUwO6a7XaomUF7U2GstJhQ1Mpe1k2mEx7aZzyDXZYgmXeW5zB5m0N+QnaMazeYLg2/cmkSnUKhqPPbxNg56VEh63LWHDJnM2Uyx77Va1igYAeO0Wu9lYrFSWtnezxdJqNH6mrzOazjaTUHBHJ8L1eCQT5hI1u7DfIXIHACCTwofqGeEDP2S3GU/ObUbsJmMqX2zYMsOY+dn9qb6Q/8rkPHx2GFvZmN3caXilzevC40Sv1eISoganvyXwcFm8U9BrNXObO0fo5ghfIGsgYS4N9trNRp1g9YFWrd5JZ9KFksdqgafzOMymkNMRcNjgcRU0Rbks5pDL4bNbNSoVACBXKk9ubBt12pH2FmL1QSIRF1/LYDMaWlyO8P4XF/eW12maCjjsQac96LRXa3W0CmBqI4zPZQ21iW9oN7W+ZTMZH65sVKq1seV1+NimUas+f2JQ6rsJeGroaiT+0tNn0S6PBJ2g64RoXQiCPhwsAgBMet13nj1fZ9mXr98/P9Atdau/JdDp93z9wskfXrkz3LE3+BYVoMPn/sbFUzjroNPx3Om9w2bffTBNCCbKzmo0DLW3AHh+LCXyJUumWBYtMNgeeuPOuMdmee7UEGwsnj89rFKpmrwIAHBazPNbEYfZNL8VgW9WPxifM+o0lVodfofi3v8axWUxw4U0cKqMoih05LhBpy1WHi1DMhv23sipaFWuxIx0mAEAapVKrVKlC6VwIg0/ig44916lokcdoZroFiEnAGBmY5vYQ1FYXdRuA62BdKH4Vx/cOtYWxI/5lTc1UYtQRFQvwhRC4qLux/VCdwAAEcdJREFUE3qfICKjhdBK0IDNuFWUS7ZUHu7YExjOguPFhGQJIoQ8a7sJ3EpEbMirLOU1mZgRVSGazhIyIwy2BX9w5c5oZyucZ4QXhToC2QiX4iuUUzSP4GoI3Dvru4mZjR1cAKSgaNShL7AAAMfagis7MZ/DmsP2U2A5jqYog1YrvChlUim/CAXwii1nO4LFcqWyqJtEZYNM5fNaTKS9pphAq8f5tadOEhdFO6xOv6fT71ne2b0+vXS2r1O0IsCOj8XBAwCv8QDwAJzr70I7HM9tRb5ydhR2OncXVk/3dnjt1q14iud5v8OWzBWYWi2SyvqdNlhLq1FrNWqDTms1GiKpzOneDhRRouV/enscDvLQNiKtHqfNZPDYLWu78XP9XQ+W1vECU2th9LPL7wEA9Ib8Szu7TKU2uN8C44z6WwPw7lB7CL+OlCXKQwoXBrvdVkuxUoFbYOBMpYyGW2Zpe/fLZ0cBALFsnqiLm1e40Qq6i5vl4rFeXLwOv1urUddZlgc80n2oPTSxukUIKaQ/u7kDvfnzsek6y/IAHO9q89qt69EEPP79zbsTOptFeHF2s0xUxPUV+prn+ZVIzGkxaVSqqfUwlNmg0yLhe/v9QZc9ms7ygMcNni2WkVUJZYXC4zKInJULAA94PIBxq3b5PaIq3JlfFfoaYjOWqNRqHpulJ+i7u7BKBAbhJtwmV6cWCZq4VG/enSD0Oj/QHXTZOZ4vV2tEbBOmbpiPwvyClhG6mAiP2c0d2IDEsnlkTJibGrWakAplwRlMHuR03ErVGvvMSL9WrXrr3iSK9lqdRZKfG+gS1oIshPmL1F8MR79y7jiSFgKncLK7XTRTiDCAHpHyXdf+XsUISEfcF5NrW/D1DJJT1NqiSglTSZi5NZbFZQ4n0sikQprDHS0EQbzBnF4PE7GHZ5+M8EQ7fFrg94Y5e+FYN8pZtDlxwGnvDfkMOu3sxvbxrrZmEqrEVFFj24y5IFNhm0/0O0Tu5IqMTAofqmfE2ZUq1Ra3M+iyCxsBqZhp9TjD8VS1Vt+IJXfTueH2ls14suEVAAAeJ4SEqMGJprJSnQIP+KN1c4Qv4PWfj80gYWS2ph5qDd2cX364tvnZkQFNoyNCOY4fW93keX6gJSD8wIGiKLXUhw8j7S3xbB5+ccFy3K35lXavqy/oR9tAVuv1yfXwViKFqgQctiA2ukVYi8Y7fJ4vnRmBP//jO9fQjh0dPvfMxrbUnl6fGR2IpjImvQ7OMsjQkQJOvy/k/5urd493tar3Zl8YZD6ZWxRFvXD++Ks3HvzW5y5sxVOHFUAUouzsJmMim7eZDDzP498bU/vfh0sV0GnUKpraiqeeGemfXNtSq1RwS//mL6byBa1GPba80eZ1DbQG3r43+fzpYZfVvBaNr0RiAGtHkvmC1WTIH/LbLbvJkMjlbSYDXLdjNxn6Q364kFissLiaQjkBAFvxFNydXsZKxBUKUAAAplq7cKznwrGeV67f7/J74PKthqYmax1U5ObskoxeUgpKuQ+XRwqiWhBWWt7ZhYUfLm8cza3IfaJ3hWQJEPKkC0XCaHhsyJuO0BfaUGjShioQMsOQgP/TNB1yO968O3Gi69EKr4Y6EhEuxbehnDhw78C5J1EBRLNpbHkj4LTBuYZ4Nmc1GVo9zp/ceggnVTOFEvx8TvSiqKgyoUgIgOJNHs1YbIx0U4P0BBIZIQOiKY6ms3WWNevFT7wHBzuUidUtr90CjazTaOQd2upxLu/ETnS3AQCq+3sqw0PvAdgbY2o1j7pz/Gx2AABNU3sXAfhwYu54V5vNZHh/fBbVQhbsCngCLtvtuZUiU4EniYiWV9FUh89NUxT6HAyHVqMiCuA/Zza2AQB9Id/b96c4jvu1rr2lXjgjeJfn+dGu1ncfTOMCIBCCaVSqOssBAFiWg4qLCkkYDbcMbjRhXWTekMuxFo3DyaxytQpn1oRmIcTD2yZcu+n1MMFISB8JxvH8fjtDAQDQCfNQZtGLohWhvkJfL+/EeoM+p8XstJhvzC617B/UhYTHYww3uIo+YFVcWSnh92wujJ6DtYTBI6rCRixxaahXNCD7WgKDbQdWyMq4CbeJMAZwqYR6QQuwHNfhcz1c2cRjGycLmshHqfwSdTEuCX0w8Q/YQZBxBFnCI7gME6tbV6cWeJ4/3dOxGU9CIXHJRWvBK4SCB9jxvFBanIJRpxXNFCIMKIGRhQ0ODpwfokNTpOSi1hZVSphKqMqjIKEoXGaTXodMKqQpJIi7b2ZjG489ok2TEV4mlR4nZ+H09LHW4Fv3JlL5YjMJdW16Ueh6GXNRYmYnIMydjybnZVIYHKZnFOXVZMsMADjWGnzz7rjfac8Vy9lqyW42mvS6hlfAwTghJEQNDmQqE65H6OYIX8DrwqAVRcBhC7kc28n0ncXVp/q71dLzERzH31teS+YLbqu5wyN+MrT4SZYAAKNOe76/6/rcEsfxAAAegPVYcj2WNOl1Rq2W4/l0schh3+TYjIazveIbJUyvbz917NFpcMMdoeWdXaN+b27piyeHlnd2aYpS0TQcbqI/Wj1O+DIWXhHSWQhHVDSt2tdBSAGnbzHqnx3t/6sPbrmsZp7ny9XaC+eOwzKitziOh0SsRsO5/q5r04uFckUoQLvXTTwd4dzRzw8n5tq8rr0dwsTYqWj6xzcerERiyVzhbH8Xqk5RFAXA1Hr4VE+7aAEAwEhHK9yc0mE2oTPAm7kIpWr3uv7m6r2gyx7P5phqrTfke/fBtNtmSeULHpsVABBJZd64M16tswGnzaDV0hSN3nmq91OCpig1TcPpMaLAye72H994sLITS+YKFwd7fA7by9fvLUd2C+VKb8g32tkKy0NhCDVxUoScfqfN57A2tBJxxW0zX51eoChqeWfXajRUanX0irWhqZd3dqfWw6jWqZ4OXBHiJ1ywI7SVkLiop3B5TDodQYSmKJqmCXlErWQ1GmDdo7kVAHCyu/2VG/dXI7FssXzuoEfUKpogKyRCyENYiYgNxJSgI6qvlL/wurAioQIhMwyJL58dvTq9MNrZeqa34/vvXMVXJwlNJx/hUqaTkRPPI5qiOZ7DvRNw2qWMLBp1x1oDP7n90KzXsRxXrtZeunxGrVL1t/h/8OFtp8UUz+a/cm4UAGA26IUX98keEFUmFAkBzHo9/hEmtH9Di9VYFhbDLea0mHCtZdITESciBG911Sp6fTfx1x/eBgAYddrPnxhU0Qc6hWqdrdRqX3/qJMfzG7HEDz+6AwCgAPjKueOiHUp3wPPT2+Nmg46m6UQ2/42Lp1Q0jVc06LRD7SHIfaA18POxmXfuT+l1mmS28OzoAACgy+957+GMzWQ06XU0ReF2G+1seevepN1kdFnN6BZNURQADrNxfmuH5wHLcuiW1WS4Mjk/1B6c24ykC8VCmUFL6EXLj3a1Xp9edFnNOo36TF/nfuBR6A+iAP7TY7MsbEUvDfVajXo9dqQUzoiiKIfZCO/i1yF9n926sBUlrveEfO+Nzfgc1nyZGWgNLGxFhUJKGQ1aZrgj9Na9SYtBbzMa2n0uvC5u3sH20M/uT+0kM1qNOpUrfPnsqKhZCPGgheFXTrh2QiGF9I93tb51b9JmMuo0GhVszeAYEQ1dKEr04nBni2hFqO/4yibh68Xt6HOnhuHa4IDDVq2zS9vRofYgLjxyMW7wkY4WZFVCWSnh6f1RsFqlujO/ur6bUFHUF08P78UPFsC4iaRUON/fhZvxxszSmb5OvDwEjD0ZN+E2EboGl4rQCwBwZ2F1M55K5vKneztWIjG9RnN9ZvF0b4dBq8XJNpOPOGumVoNERF0MAMAlGWp/FMPIU/AfRVEw45BUsICKPiAPagpwGfRaTSSVMet1m/EkEgOXXLQWNJowfxG7oc4WXNq9tusgBdFMEUaRjO+g04Mu+8JW1D1kwZs7nM7xg3xFrY1MJxM2eKThrtGoVLjMuEn9ThthKCFB5D7C4yoVjbdpsLBUqMjYsMmcvTGzdK6/S4cdVKRWqe4urG3Gkky1dn6gKxxPNZNQeGOLSMmYC4IwOxD0O4SO8il8qJ4RbumCJ5TQEVJmB3snL1C9Qd/6bgIq1PAKbMTwOCHUxxuccDwl1SkctpuDfEV9IQxaAABqbAGGMz0dRaaym8l9NL1wtqfDahR5y1hgmPvLG8l8waTTPdXXjfn5AKgbN65fvHhJ9B4AIJUv3lpYYWoNjv3w2a3nervQ+ZcEWI7DtxZDewWhzoPjODjEfPQHz9MHJeZ4nud5IR3q4JSPKAV0EQLORuNHfUrdwitKCUBTFEGfrMhxNE0Ly4hKUmQqeq1GJShZZ1n4tk2qANSX4NLwIvz/J7fGnhnuh3tu/fl7N37nC5fqLFuts0adluO41Wg8lS+e6GoDFNDun1OCzIucy/E8NDd0h7BAocwYdVokSZGp6DRqtFia43nA8/hdpCYiRcjZ4XN3B70hl6MZK+FXYDGe50uVqjAM5E0trEUoQvwUNYWQuKincHkIIjCH4GwlIY/Qm6juEdyKgLuPKIaTpWmauCuUR2glIjaEwtDYOx9CX1F/obrIUAQXQmZIBP6/+v+3dy9PbRtxHMC1wvKLmBoIbShtMtN0mhnaQ2lnMtBDL30ce+z/2UOn5x4Kk+dM0oNVNzGdIWAcqDEEB2RJuz0sWf+8u1rM1GNe38/ByNJq9fNvHwJhW82dZrsj37RGj0LLW3NlfRXmemucdBz5jL3Yammtk5VkVafW6+RxfcbKJFcp50dRT7srkHWlGaqX0RXNAGhsNP+OjNFidL2Z9qzhSVtc9RDrgFLo1u5xxDyvbDspaPWbOwohrNkzj55yHidpkbxnJEnTOElLhbz5fyFVWG1SMRz34nyQo/Mtzar8WqkJcqHQWp5zHsVJiXzbmTxQ/3CDBehTeazfHj3/bmkxT25epQ6kvRa6XtYva9DKy2vuZXIIM0hr0mjXUhmm+1rSm/IojmWL0610Ly08ORGZv0tZg6T1a4GZYcuzp7nSZ8y9o9bW1l4kewUNXhWjCVdZVTuq8u4YNKqAtS0cL4GmUZtD6IsyO4bWTDQnZtPQqOjyw78an8zPTRYKsrDs288bG1/evS0nHFXtkONRHfpxfV1WYm13s99asy0XzKjcE6yK4Ze1pz8tLzHGfn347PulRfUlmjR15l4qaeb4tfZPxToi3N1Aymo7GRs946hfhGg91iFPs/30739U6hzdhh4iax6mKf3hq8/lNEjrNCukE6aWN230ObqKI4fDjFmP/OWVZcgBZW16x2nLWrlnnHe0oziG8FnPjOpw2lb3zOxnx+leY+0nnAsZ4aP6Op1wHCeFs57mzGKqBmunzZrJ4zR9UG+0OgeMsY9mpxdmqlPlUiEIojh+c3S82e682m1zIWYrkyv37haCwKzB87wwrLHV1T9WVr6xbpaiOKm9aq63d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width="450px" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth --- .left-code[ ### Colour code by year ```r yrs <- c(1960,1980,2000,2015) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp, * colour=fyear)) + geom_point() ``` ### Not easy to interpret ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth - Facet --- .left-code[ ### Plot years separately ```r *yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp, colour=fyear)) + geom_point() + *facet_wrap(~fyear) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth - Log Scale --- .left-code[ ### Log scale x-axis ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp, colour=fyear)) + geom_point() + *scale_x_log10( *breaks = c(10^3, 10^4, 10^5), *labels = c("1k","10k","100k")) + facet_wrap(~fyear) ``` ] .right-plot[ <img 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gAAAAAQ38hsAQAAAADxjcwWAAAAABDfyGwBAAAAAPGNzBYAAAAAEN/IbAEAAAAA8Y3MFgAAAAAQ38hsAQAAAADxjcwWAAAAABDfyGwBAAAAAPGNzBYAAAAAEN/IbAEAAAAA8Y3MFgAAAAAQ38hsAQAAAADxjcwWAAAAABDfyGwBAAAAAPGNzBYAAAAAEN/IbAEAAAAA8Y3MFgAAAAAQ38hsAQAAAADxjcwWAAAAABDfyGwBAAAAAPGNzBYAAAAAEN/IbAEAAAAA8Y3MFgAAAAAQ38hsAQAAAADxTReb3Xg8njVr1nz88cc1NTWqqubn58+aNevSSy81Go29amqatm7dug0bNtTU1Gialpubu3DhwosuukiWScIBAAAAAP2IRWZ74sSJH//4x42NjYGSffv27du3b+3atQ8++GBubm6gXFXVhx56aNu2bYGS8vLy8vLyLVu23H///Xq9PgbRAgAAAADiS9QzW1VVV65c2djYOGHChBtuuOGkk06SZfnAgQNPPPFEXV3dL37xi1WrVgVS1hdeeMGf1l577bULFiyQZfnDDz98+umn9+zZ88wzz9x4443RjhYAAAAAEHeiPsS3qqrqyJEjQoh77rln3rx5KSkpSUlJc+bMue+++yRJOnbs2OHDh/01u7u7V69eLYRYsWLFihUrJk6cOGHChMsuu+yrX/2qEGLt2rUdHR3RjhYAAAAAEHeintlWVlYKIZKTkwsKCnqWZ2dnZ2ZmCiGOHj3qL/nkk08cDoeiKMuXL+9Zc9myZQaDwe129xylDAAAAACAX9Qz24yMDCGEzWY7ceJEz/KOjo62trZABSHEwYMHhRDTp09PTk7uWdNoNM6aNUsIceDAgWhHCwAAAACIO1HPbGfNmlVWViaEeOihh8rLy/2FVVVVDz74oM/nKy4unjt3rr+wtbVVCFFYWNi3k/z8/EAFAAAAAAB6ivoMUpIk3XfffY888sjGjRu/973vGY1GSZKcTqcQYt68ed/5znd0uv/E0N7eLoRISkrq24n/Ka6/Qi+qql5//fV9yw0Gw1/+8peI/Ar+BYdSU1Mj0tvYkZKSMtIhxAdJkgwGQ1pa2kgHEgcCq3/p9XqOWDAkSRJCJCcna5o20rHEWnJysv/XHyb/py4lJWUMHsMwBP5Ix+anLgyKogghOKEFI/AXrSgKRywY/iNmtVotFstIxwLEQixW/XG5XIHLm8vlCpRrmuZyuQJjj/2PZPtNh/x1/KOX++p3lLLJZArkzBER2d7GAo5Y8GRZZsXmkEiSxAcseP5b57FGp9NFJLP1G5vHcDg4YiHhhBYSLgEh4Y8RY0fUzwttbW133313fX19cXHxddddN3XqVFmWy8vLn3vuuS1btpSXl69cuXL8+PFCiCG/3PV6vdGOFgAAAAAQd6Ke2T777LP19fW5ubkrV640mUz+wlNPPXXGjBnf//73q6qqnnrqqbvuuksIkZGR0dDQ0NXV1bcTf2FgrqmeJElauXJl33JZlm02W0R+BYPBYDQaI9Vbwgs8hO/q6mIoWjCSkpK8Xq9/iD4Gp9fr/acRr9frcDhGOpw4oNPpzGaz3W5XVXWkYxmuXpMLDslut0fkFOT/1CXGMYyBpKQk/6Py7u5un8830uHEAf8w0e7u7pEOJA74T2hCCJ/PxxELhqIoFovF4XAkwMOhUC8BGJuintl+9NFHQohly5YF0lo/vV6/fPnyhx9+ePPmzaqqyrKcnp4uhOg3gfQXDpTZnn/++f3uurm5efjxi89GcbjdbvK0YAROPW63mxvBYCQlJfl8vp4D9TGQwOBSVVU5YsHzeDxj8LYmUqcg/6fO7XaTpwXDarUGjlgCfOpiwGw2+1/OGulA4oCmaf7MliMWJL1eL4TweDxut3ukYxkuMlsEI7qv9nm9Xv+XahMnTuy7NScnRwjh8/n8j2T9mW1tbW3fmnV1dYEKAAAAAAD0FN3MVqfTZWdnCyHq6+v7bvUXpqSk+GeNKikpEULs2bOn17BMr9e7Y8eOQAUAAAAAAHqK+nSs/nR0zZo1vcaNeL3e119/XQgxbdo0f8ns2bNNJpPH43nnnXd61ty4caPD4dDr9fPmzYt2tAAAAACAuBP1zPa6666zWCx1dXU/+tGPdu7c2d3dbbfbd+/e/eMf/7iystJgMHz961/317RarV/60peEEH/9618/+OADj8fj8Xg2b978yCOPCCEuuugi1i4DAAAAAPQV9Rmkxo8ff+edd/7ud78rLy+/9957e26yWCzf/va38/LyAiVXXnlleXn5xx9//Otf/9pgMAgh/K+8n3LKKV/96lejHSoAAAAAIB7FYp3r2bNn/+Uvf3nllVcOHDhQW1urquqkSZOmTZt2+eWXp6am9qypKMo999zz1ltvbdiwoba2VtO0KVOmfPGLX1y6dKksR/3xMgAAAAAgHsUisxVCWK3WIB+6SpK0ZMmSJUuWRDskAAAAAEBi4EEoAAAAACC+kdkCAAAAAOIbmS0AAAAAIL6R2QIAAAAA4huZLQAAAAAgvpHZAgAAAADiG5ktAAAAACC+kdkCAAAAAOIbmS0AAAAAIL6R2QIAAAAA4huZLQAAAAAgvpHZAgAAAADiG5ktAAAAACC+kdkCAAAAAOIbmS0AAAAAIL6R2QIAAAAA4huZLQAAAAAgvpHZAgAAAADiG5ktAAAAACC+kdkCAAAAAOIbmS0AAAAAIL6R2QIAAAAA4huZLQAAAAAgvpHZAgAAAADiG5ktAAAAACC+kdkCAAAAAOIbmS0AAAAAIL7pRjqAKFIUJSL9yLLs703TtIh0OEYoiiJJ0khHER8kSYrUxzWx+f8YBUcsaP4jJsvyGDxcsixH5BQUuAQMv6sxhYtmkCRJ0jSND1gwuASEaixfAjA2SVx4AACJR9M0vlwDMMq1dVdWNW/sdNSqmi/FnDsp/YwJKTNHOiggXiXyM1u73R6RfgwGg16vj1RvCc9qtfr/0d3dzfcmwbBYLD6fz+VyjXQgcUCv1xsMBiGEz+dzOp0jHU4c0Ol0RqPR4XCoqjrSsQxX4NwSJIfDEZFTUCIdwxiwWCz+LxQ4YkEym82apnFCC4aiKCaTSQihqqrD4RjpcIarsnnDBxU/P96xvVd5umXyOZN/ND37Skka7juD/iPmcrm8Xu8wuxpxoV4CMDYlcmYbqbOeJEl6vd7pdJKnBSNw6nE6ndzWBMNisXi93gS4SMeApmmBzJYjFgyj0Wg0GsfmbU2kTkEmk8loNDqdTp/PN/zeEp7ZbPZntonxqYsBo9GoaRontGAYDIbEyGx9qvvd8jv3Nz7f79a27oo39nxjV+2zS0ofM+nShrMjvV7vz2zdbvdw+hkNyGwRDGaQAgAAAGJB1XxrDlw/UFobcKzt3y/vWu72dcUmKiAxkNkCAAAAsbClemVV64ZgarZ0H1h/+NZoxwMkEjJbAAAAIOo6Xcc+rXsk+PrlzWtq2j+IXjxAgiGzBQAAAKJuV91ffWpor7yGlAkDYxyZLQAAABB1FS1rQ21S07bR42N5DiAoZLYAAABAdHlVZ4ezKtRWPs3d7jgahXCABERmCwAAAESXw3MivIZ2T1NkIwESFZktAAAAEF16JcwVWQ1KUmQjARIVmS0AAAAQXUZdenjJbYoxL+LBAAmJzBYAAACILklIBekLQ22VaS1NMuZEIx4g8ZDZAgAAAFFXOv7KGDQBxiwyWwAAACDqijMXT0yeE3z9JGPOrJxvRi8eIMGQ2QIAAABRJwlpcdmfTbqMYCorsmFp6WM62RTtqICEQWYLAAAAxEKKMf+SGc9bDOMHr6aXLUtKH5uYckZsogISA5ktAAAAECPZyaddPWv9lMxlkpD6rZCbOm/FqW9Nzlwa48CAeKcb6QAAAACARONTXd3uE7KsM+vHyZLSc5NZn1WUeYHd09Rk2+nT3EIIISSjLnl80qzZebflpy0YkYCBeEdmCwAAAPSvwfZJRcubJ7r22N0NesVq1Wfnp39hcubSgUYUO72tO+seK2/+V0v3AX+JIutzUuaVjPtS6fgViqyvad/4zpHvdzirPt9Oc3k7a9o3djprzp/6v5PSzgkmNoenpdm+3+5u0CtJycacLOuMXik0MKaQ2QIAAAC9nbDv3VhxT23Hh73Ky1vWbDz601m5N83Nv1Mnm3tu2l3/5IeVD7h9tp6FPtVT076xpn3j9to/TMla9mntI6rmHWinHc7KV/decd7U306fcM0gsVW2rv+k9g/1ndtUzRcoNOkySsZfdkbeHUO+xwskJDJbAAAA4HOONL+27tB3vKqz361e1bm95uFjbe9fPP1vScaJ/sJ/V/xo1/G/DtJnu+Po9pqHh9y1qnnfOfK9JMPE/PSFfbe6fba3D95ytPXtvpuc3tZdx/+6v+Hv503935LxXx5yR0CCIbMFAADAyHD7bBXNb1a2ru9wVjq9HWZ9Rpq5uDjjwuLMxb0eh8ZSddu7bx38Vs/Hof1q6tq1eu+KFbPW6hXr9to/DJ7WhkTVfOsOf/f6OVv1sqVnucvb8dKuiwPjnHvSxH8mpPKo3W8fusXuaZpb+N1IxQPEBTJbAAAAxJomtN3Hn9hS/SuntzVQ2OmsbrTtONT0itWQfXbRT8rGXxX7wBye1mDSWr+W7gPvH71nTt53t1T/IrJh2N0Nu48/cfqk7wRKNKGtPXhTv2mtEJ+bZ1kT2qbK+8cnT5+VypNbjCGs+gMAAICY8qmutw7e9O+Ku3umtT3Z3Q3rDt264cgdg7ySGiXba3/v9LYHX/9A4/Mbj97nUz0Rj+TwiVd7/ljR8q/qtneDbKtp6juH7/Kp7ohHBYxaZLYAAACIqQ1H7jh8YvWQ1fY1PLvx6E9jEE+Aqvn2N/wj1CbVbe9EI5gTXXtc3o7Ajx8fWxVS83bH0b11L0Y6KGD0IrMFAABA7BxofOFg00tBVt51/K/9zpYUJU1dO/2PkbVQWkXp0agmtC5Xvf/fnc6apq7dofaw//irQ1cCEgWZLQAAAGLEp7o3H1sZUpOPKh/QQss0w9fpPOb/hzR4vVjxaf/JmZu6doXRvK59e0TDAUY1MlsAAADESG3HJpuzNqQmLd2HGm2fRimeXnqO/h0NkgzZ/n/Y3Y1hNO9yNsTsSwFgxJHZAgAAIEaCnwPp863ei3gk/TLrs2Kzo2AkmyaZDeP8/9bJxjB6UGSDNFoePwNRR2YLAACAGOl01oTV6ljEI+lXhmVaGK0kKSp31JMzlgTy0iRjThg9pJonRTQiYFSL+nq2t956a3V19eB17r333tmzZwshdu/efc899wxU7Y9//GN+fn6E4wMAAECsuH22mLUKQ4ZlWpq5uN1xNMRWJS32/peZDZsiG0/L/Z/AjxNTzlAkQ+C12yAVjzsvslEBo9noemZbX18/0iEAAAAgWsIb7mvRj4t4JAOZlfPNkOoblOQvFD8Y8ce2c/PvTDb994mrQUkqylwUaiczJ10V0aCAUS3qz2zvuOMOl8vV76YDBw489dRT+fn5J598sr/En9meffbZy5cv71t/woQJ0YsTAAAA0ZZpLRUnQm6VYSmJQiz9m5F9/Z6Gp1vsB4OsPzf/zry0+adMvHHn8cciFUPZhCtn593Wq/DM/B8ebVmrar4gOynKvKAg85zOzs5IRQWMclHPbIuLi/stdzqdq1atMhgMP/jBDwwGg7/Qn9lOnz69rKws2oEBAAAgxiZnLtlc9YuQmkhCKs5cHKV4+lJk/cXTn/nHzgudnrYhK0/NuuTUSbcIIeYX/78OZ1Vl6/rB60tCmpQ6v67zw4ESVFnSzcm7fW7BXX1nfsq0lp5ZcPdHVQ8G81uY9VmLSlYFUxNIGCM2Gvmxxx5raGi44YYbCgoKAoXHjx8XQuTkhPOKPAAAAEa5TEtZXtqCkJpMzlqWbMyNUjz9SjUVrTjlrQzL1MGrzcj+6oUlj/hTUFnSLZv+zGm5t8iSMlB9oy51cemjl538yjWn/nvauEv1sqXnVr1iLRl32bWnvX9mwQ8HmtB4dt5tp+R8Y8j4zfrM5Sc923MwMzAWRIq+ehAAACAASURBVP2Zbb+2bdu2fv36008/fenSpYFCTdMaGhqEELm5MT15AQAAIGbmF//shR0XBjkZkkFJOqfop9EOqa80c/GKWes+qf3jzrq/uH1dvbZmWU86u/CewozzexbKkm5+8f8rm3D19trfV7Wud3n/Oww42ZhXMv5Lp+V+26zPEEJkWkuXlD7mVZ0nuvba3Q1CCKshe3zSTGWopX0kIZ07+RfjrCd9WPWAw9Pab528tPkXTPt9sjEvjN8aiGsjkNl6vd5HH31UluUbbrihZ3lra6vL5VIUpaOj48knnywvL+/q6srPz586deoVV1yRnp4e+1ABAAAQWeOsM7449bcbDn9XE9rgNWVJWVTySKqpKDaB9WJQkuYV3H1G3h2HTqyu79zS5W4wKsmZ1hnFGYsyraUDtcqyli0u+bNPdbc7jtrdDTrFlGSYmGIq6FtTJ5smpswOI7CTsq+bknXxvobnKlrebOra7VUdkpCsxuz8tC+UjPtyfvq5YfQJJABJ04Y4p0Tca6+99vjjjy9atOg73/lOz/K9e/f++Mc/lqR+QrJarbfeeutZZ53VtzdVVc8///y+5Uaj8c0334xUzP1GhX5J0n/Gz3DEgsSnKyR8wEKVMB+wwP/6IPl8PlmOzBs3CXMMY4C/0FD5j1iMD1e3u7mhY1en47heZ0k1T5qYepoi62MZgN/eupde/fTrHl/3QBWMuuTLTn+mbOIlgZIYf8B8qntb5Z92HHuyoWN3oFCWlPzMs+cWfWd67pcHGjMcY25vlyIb+/2fmDCnr1AvARibYv3Mtru7+8UXXzQYDFdffXWvTf7pozRNmzZt2rXXXjtlyhSXy3XgwIGnn366qanpd7/73eTJk/udHrnfOd9MJlNk/wb4iwoVRyx4HKswcNCCNzaPlSzLEfzFx+YxHA6OWEhidrjKm9ZtPLyyunljz+mLTPq0k3IvX1jy01RLfmzC8Js56cpJGXM27L9nX91LPtXTc5NONp6S/5Uvlt6fYu7/DbUYHLH6jp3/2Hp5q72iV7mq+aqaN1Y1byysXLBizgtJpuxoRzIkoz55kK38MWLsiPUXOX/7299eeumlSy+9tNdQZCHEli1btm7dmpaWdvXVVwdmSxZC2Gy2m2++2WaznXPOOXfddVevVqqqnnHGGX13ZDKZNm3aFPH4AQBxQdM07ueAALfP/s9Pvrav7uWBKugU00Un/3524U2xjMrP4WmraFrf0nXE4WmzGDKzkkomj7/AqBssW4u2qub3//bRRW6fffBqqea8byz4IM3Sz0hjALEX08zW7XZ//etft9lsf/rTn0KaJurll19+5plnsrKynnjiib5b6+rq+hZKkmQ2m8OPtQeTyWQ2m9vb2xNjOEe0Bd6I7ujoUFV1ZIOJC2lpaW63u7t7wOFYCDAajRaLRQjh8Xi6unrP54G+DAaD1Wrt7Oz0+YJd/3DUCnW2hUidtP2fOk5oQUpNTfUPArfZbF6vd6TDiQMpKSmaptlstqjuxeOzv7RreUPnjiFrziv84bzCH0Y1mLDp9fqkpCQhhM/ni+oarZ3OY8998sWB5mfqZVzSjKtPW6eTTb3Ku1z1R1vearB9anc3KZI+2TRpUurZhZnn9ZoPOap0Ol1ycnJXV5fH4xm69ujGhDsIRkxHI3/44Yc2m62srCzU2Y/9i+I2Nzfb7Xar1dpr60C9NTc3hxdnL/57I5/PR2YbEp/Px41gkDRNS4DEIwZUW6dafkjr7NDcbknRqRNz1IyskQ5qVPP/DaqqOgY/YKqqRuQUNJaP4XD4fD6OWDA0TYvBJWDt/luCSWuFEFuqfpVhLpmSdXFU4wmPovxnNZ1oH7F/l/80yLRWCHGia+/2Y4/MybstUGJ3N35U9dDBphd6rVi7o/ZRkz599qTvzsq5SZENfXqKPP/XTJy+MHbENLNdu3atEOKCCy4ItaFOp/P/12Tq/ZUYgLFAOV5r/OA9pabK89kXTP4hGWrWOPeZ53hKZwjGnQJAf461vVfesibIyprQ3j/6k8KM83VyZAa+xZ3W7sMVzcEeLr9Pa/942qRbFMkghKjv3L7mwPXd7qZ+azo9bZsqf1bZuu6isifN+swIhAugh8jMGxmM6urqgwcPGgyGc845p+9Wn8/3P//zP9dff/327dv7bSuEyM/PD3xdB2CsUFXje+sszz2hHKsUfcZNyM0nTGtetbz8nORwjEh0ADDKbatZFVL9Llf9/sZ/RCmYUcLl7eh0Vvf7YLai5c0h1yLqxeltr23fJIRo6T6weu8VA6W1AXUdm1fvvdKrctkCIix2me3mzZuFECUlJf0+d1UUpaysrK2t7YUXXug1ZMLpdL766qtCiNmzw1nyC0Ac0zTTm68Ztm/pU/65n5Sqo5Z/PCW5nDGLCwDigsPTUt+5LdRWFS0RWzdxmHyau8NZ1dS1q9NZ7VVdw+ytqWv3hiN3PLql7M+bpzz58exHt5T8efOUtw7d7M9L/Rptn4bRc4PtE5/mfmPfV92+oOaAaOra/X7FPWHsCMAgYjca+dNPPxVCTJ8+faAKy5Yte//99w8dOvSzn/3suuuuKywsdDgcR44ceeqpp5qbm3Nycq688sqYRQtgNDB8vFl/YE8/G/oMPZabT5j+tdpx2VUxiAoA4sWJrj293vYMRlPXrmgEE5LK1nV765851v6+V/3Pt5Y62Tx1wqI5RTcXZZ4fam9e1fHukbsOnnhR0z73+r3L23Go6ZVDTa8UZVxwwbQ/mPWZXe6GMKLtcjXsPv5Eh7Mq+Cb7G5+blfPNTGtpGLsD0K8YZbZ2u/3w4cNi0My2qKjotttu++1vf7tz586dO3f23FRQUHDnnXf2XAoIQMKT7F2GjzYGX19XcVhXWe4tmhK9kAAgvtjdjWG0cnrafKpLkY0RjycY3e6mtw7dXNP+Qa9yr+o4UP/agfrXJo+74LzJD5v1wc4g6PC0rt57RVPX7kHqVLauf37HBV8++Z9yWPfGiqzfU/90SE1Uzbev8bkFxQ+EsTsA/YpRZrtz505VVWVZLi0d7Kup+fPnT5ky5eWXXz58+HBjY6PVai0oKDj55JMvueQS3rAFxhr9zk8kjzukJoZtm8lsASAgvOxUlhRJiukkowEdzqpXdl9qc/WzoGNAxYn1J2yLvnzy6hRj/pAdqpr3zYM3Dp7W+tlcNW/suy7NPDmEcD+jyKY2R3morSpb15HZAhEUo9PW2Wef/frrrwdTc+LEibfeemu04wEw+unKD4baRKmtlhwOLUJrWQNAvEs25oTRymrIlqUReKLg9tle33ft4GmtX6ez5vW9162YtVav9F4Mspc99U/3fI12cC3dhyyGCUFW7inZEM5x7nQeUzXfiBxqICHFbgYpAAiBpiktoS9Jrapya2QWsgaABDA+aZZBSQ61VV7a/GgEM6SPa37X2n04yMot3Qe21/5h8Do+1bPt2G9DiuF451ZF1ofUJNmYZ9JlhNTET9W8bm9nGA0B9IvMFsBoJDkdIpiV5fsszSDbg5qXEgDGAkU2TM68KNRWJeMui0Ywg3N62nbWPRpSkx21f3L7bINUON65udtzIqQ+faor3TwtpCbzCu62GMJZnFaWdAZdShgNAfSLzBbAqKQP7ivzPpMk6/buEo7uiIcDAHHqzMIfKFIIc3Dmps7LT18YvXgGUtW2ITANcpA8andV6zuDVKjr2BxGJM32fcFXLs5cXDr+8jRzcRg7SjUVMhQZiCAyWwCjkabTa2ZLGA11FYetzzymNDdFPCQAiEcpxvz5xf8vyMomffoF034f1XgGcjz0dXeFEMc7tw6ytctVH244QclJmXthyZ8kSU4xFWRaSkJtXpy5OBpRAWMWmS2AUcpbFNIElf8dlyx3dphf+JvU0R7xkAAgHp2Sc+OcvNuHrGbSp188/ZlUU1EMQurLHtZCsoO3CmMt36BJs3K+ednMfxqUJP/PMyd+LaT2sqQ7KfvayMcFjGFktgBGKe/0k0Op/rlxyVK33bLmFaH1eQ0XAMakswp/srj0LxbD+IEq5KScueKUt3JSzoxlVJ8ThTN2kjE74n1+RivMOF+R/zvMe0b2VzMsU4NvP3Pi19LNLFMHRNLILFYGAH5KTbX+8AG5tlq224UQqtWq5uZ7Ssp8eYXeosm+vEKlpiq8nuXjdfpD+z2lJ0UyXACIWyXjLivOuHB/4/MVLW822na6fTZJkq2GCXlp86eNu6ww/byRDc8aVhZqNQzWKjtldrjhDG1H3Z8L0r8Y+FGRDReVPfXiriWuAaY71np8BTsxZfb8ovujFxswNpHZAhgZckuzacObyrGqnoWKvUtpatTv+NiXV+i8YKljyXLrs49L3fbwdqHf/SmZLQAE6BXrKTnfOCXnG0IIr+qQJb0sjZZbwZyUuXvqnw6j1SBb89O+YNSlDJRqDlNtx4dun63nokoZlmmXn/z6G/u/0ums6Vs/kNbmps67qOxJRTZGIypgLGM0MoARoFRWWJ57olda+7kKNVWW5x5XWlscX75asyaFuZfaY5LHHWaIAJDQdLJ59KS1QojCjAt0simkJnrZUpgx2KNmnWw6bdK3hxfXgHyqu91xtFdhlvWkq2atPyXnxn4XxTXrs86d/IvLZv7TrA9nlSAAgxtFZzQAY4TSWG9e/aLk9QxeTXK5TKtfdFzzNftXvmF6+w1dZUXIe/L5pI52LWvA98oAAKOESZd2au63Pq4JYWbm0yb9T89Hpv3Xyb3lyInXmu37hxdd/+zufubhN+szz5288syCu462vN3UtcvmqtPJpmRj7qS0+Xlp80NagQlASMhsAcSWz2d6459DprV+ktdjeuOf9q/f7P7CBeFktkJIztBWRwQAjJTZebcfbXmrpftQMJWzrNNPz7t1yGo62bz8pGdf2nWxzVU37AB7M+pSBtpk0mVMn3D19AlXR3ynAAbCaGQAMaXfu0tuawm+vtzWot+7UzWbw9udZglnUVwAQOwZlKSLT/pbsjF3yJrJxrzlJz2rl4M6wycb866atS439axhB9hbkmHoUAHEDJktgJjS798dcpN9uzWLVTOF9v6Vn3HjuyEl0gCAEZRqKrpq1rq8tAWD1Jk8ftHVp65PNuYF363FMP7yk1+7qOzJvLT5Pd8ulqRh3QnvqHtkOM0BRBajkQHEjuRxK8drQ22lHK+VvF5v0VT9gT2httUdOagcLXcuXhbi6rgAgJFhMYy/bOYrla3r9tY/c6z9fa/6n5dKdLJ56oRFc4puLso8v729PYyep2Qtm5K1zOXt7HBWOTwtRl1qqrngia2zArsI1c7jj+Wkzp2adUl4zQFEFpktgNiRbDahqiE30zTJ1uk5dXYYma0QQvJ5zW++5lR0npLpYTQHAMReUcaiooxFPs3d5Tru9LSZ9RlpSfkZaeOEEF6vdzg9G3Up45P++11nXtr8ytb1Yff2wdGfFWcuYV4oYDRgNDKA2Al7DR7J7fLl5qllM8LcsaYZ33xNbm8NszkAYCQokiHVVDgh+dQUU4EuOgvAThv3peE0t7lqqlo3RCoYAMNBZgsgdlSLNcyG1iQhhHrxZdL4CeH1IHk9ho3vhtcWAJCopo27LMtaNpweKlvWRSoYAMNBZgsgdjRrkmYOfbJis0VLShZCaEaT/ubb5aLJ4e1df/iAZO8Kry0AICHJknLBtD8qw3gg3OYoj2A8AMJGZgsghmTZO2VaqI08k6cK+T8nK8lq1X/j29Lii4Uu9GkCNE139EjIrQAACW180slnF94TdnOHhxn4gVGBzBZATLlPPzOQpgZFlj1z5n2uRKcTZ3/Bl5cfxt7lVu4/AAC9lYz/cthtTbr0CEYCIGzMjQwgptRx4z2zZus/3RZkfc8pp/uyxvezodsRxt7lbnsYrQAAic2iH5dhmdraHc64njRLUTDVNE1t6Pqkrbui23PCrM9IMebnpMxVZCZVBiKGzBZArDnPvUA+0aTUVA1Z05dX4Fy4qP9tZnMYu1ZN4bQCACS8qVmXbD32mzAaFmUMcJ36jMdn/6T2/3bXP+nwNPcsN+pSSsdfOTf/+2Z9Vhj7BdALo5EBxJyiOC6/xlM2c/BanrIZjsuvFYrS71Y1NZzRX2oaY8YAAP0oSF8YRiurYcLgmW1T1+6/fXL21mO/7pXWCiFc3s5dx//69Pa5rBsERASZLYARoOl0zmVfcnz5Gl92Tt+tvuwcx5evcS67TBt4mihv8ZQw9usrnhpGKwBAwqtoeTOMVnML7tLJA44Gqu/c/tKuZTZX3SA9uLydb+y/7kjza2HsHUBPjEYGMGK8xVO8xVPkzg659pjcZRNCqEnJ6qR8NSV1yLa+oilaSqrU2RH87nyFxWpqWvjhAgASV1VrOGueZ1pKBtrk8DSvOXC9Vx16VghV8607dGuGZVqmZVgr6wJjHM9sAYwwNSXVO32m+4yz3Gec5Z0+M5i0VgihKYpzfigjxyTJteC8MEMEACQ6m6s2jFadzmMDbdp67Dfd7qYg+/Gqjo1H7w0jAAABZLYA4pVvapkW9IxQmt6gJiVHNR4AQJzSNNWjhjN5vsvbOUB5x96Gv4XU1bG2f5+w7w0jBgB+iTwaWa/XR6QfRVH8vWmaFpEOxwidTscRC5Isy5H6uCY25bPZpCRJ0uv1uq2bJGewa/9Ibpd503ueZZdFLbrRyH/EdDqdJEkjHUusReoUFDiGckjrMI95Y/NTFwb/UeISEAzdZzMv+C8BEe/fos+yB/2INSDFktNvMOUt7/lUd6i9VbW9nZN2aqitBuI/YtyPYexI5Mw2NTWoMY1BSklJiWBvYwFHLHgGg8FgYEW7EOj1+lSLxbXto5BaKXt3mZdeIqVnRCmqUSspKWmkQxgBycnJEcyskpN54B+asfmpC1tk71gSnqIo0ThiE1JnHD0R8qu2RdlnpCb1E0xnbXkYMbS7DkX8V7NYLJHtEBi1Ejmz7egIYWqZQZhMJqPR2NnZyTdewQickTliQUpJSfF4PA5HsM8exzKDwWA2m4UQHo/HtetTvdMZWntV7f5km3fOvKgENyrp9XqLxdLV1eXz+UY6luEK9W7PZrNF5BTk/9TZbDZVVYffW8JLTk72P9xOjE9dDCQlJWmaZreHMw52rPGf0IQQPp+vq6sr4v0XpC0KNbPNsEzV+7L7veFs7Rzw/dtBtNtrI3X7KoTQ6XRWq7W7u9vj8USqz5HCtz8IRiJntpH6M/YPMvF4PORpIfF6vdwIBklV1QS46sRAYDSypmlaTXUYPWg11Z5ZsyMa1KjmzzG8Xq/X6x3pWGItUqcg/6fO6/WSp4VkbH7qwqBpmqZpXAKCERiFEaUjVpJ1+ZaqXzk8rcE3OTX35oEiUQZeCmgQimSO+K/m9Xr5gGGMSOTMFkACk7psYbSSw2oFAOilxX6wzVHu9LYalORUU+H4pFMkKb7fRTfqUucV/Ojd8h8EWX980snTJ1wz0NYkQz+rtQ8p2TgpjFYA/MhsAcSn8G6hmAQIAIbBp7p31z+56/hfO5xVPcvN+qyTsq85fdKtJl0cLxs+c+LXGmw79jf+fciaFsP4ZWVPy9KAN9IF6Qs/qvp5qAEUpJ8bahMAAdzkAYhLalgz+mhJTGwGAGFqc5T/fce5G4/e0yutFUI4PM3bax5+ZvvcmvaNIxFaxJw/7Xdz84d4bJtpKVsxa22yabDnq+OSZmZaSkLatUmfXphxQUhNAPREZgsgLvkmFYTRypsXTisAQLP9wIs7l7R2HxmkjsPTunrvivLmNTGLKuIkIZ1ZcNcVp6zJSTmz71azPuucovuvPnV9ijF/yH7OKrwnpF3PmXS7QWFScSB8jEYGEJd8k/I1a5JkD2F6TE3ReadMi15IAJCoXN6ON/Zd5/S2D1lT1bzrDn073Twl01oag8CiJCdl7hWnvGFz1tZ0fGBz1flUl8Uwbpx15sSUM2RJCbKT4szFM7K/urfhmWAq56efOyv3pmGEDIDMFkCcUhTXWQtM698MvoXntDmaxRq9iAAEaEJr6trd1n3E6W036lLTzVPGJ50c7zMMjWWf1P6h0xXsMjYetfuDynsvnfFiVEOKgWTTpOmmq4fTw7mTV7p9tsMnXh28Wm7qvKWlfx3krV0AweBPCEC88px8mv7wAaW6MpjKatZ491lfiHZIANzerg/L/3drxZ/s7oae5Rb9uBnZXzk97zsGJZyX5DGCvKpjZ91jITWpbnvvRNeecUkzoxRSvFBk/eLSv0xMmbO1+lf9PvHWyaZTc2+em3+XIutjHx6QYMhsAcQtWXZcfLn5pWeVxvrBK6qpaY7LrtIMhtjEBYxZdW3b//HxlzsdtX03dXtObKv5332Nz100/cmJyXNiHxvCVt32nkftDrVVecu/yGyFEJKQZuV8s3T8FYeaXjna+nab44jD3WLSp6WaigrTzysdf0WSceJIxwgkCDJbAHFMM5sd13zNuH6tft8uoWn91vFOnuZccolmNsc4NmCsOd65ZfXeKz0+xyB17O7GV3Zduvykv+enM4Yibpzo2hOzVonKpEs7JefGU3JuHOlAgERGZgsgvmk6vXPJcs/pZ+h3bNeVH5K67f8pN5m9xVM8J5/qyysc0QCBMaHLVb9m/9cGT2v9fJp77cFvXHPau8nGvJ7lTV27Dza9VNP+foej2qs5Lfpxmday4ozFZRNWMGHsyLK7G2PWCgDCRmYLIBH4xmf7LlwmLlwmuVyS06EaDMJsGemggDFkc/UvHJ6WICs7ve2bKh9YUvroZz+2vlf+wyMnXtPEf0de2N2NdnfjsbZ/bz32m3OK7p0+YVgT+WA4dLIpZq0AIGxktgDigaYpjfVKTbXX3qW5nJrFok9O9U4u0ZJ7T0WjGY2a0TgiMQJjVre76WBTaBPhHjmx+pyinyYb89ocFav3ruh0Vg9U0+FpXn/4u01du78w+SFJSMMOFiFLMuaG0So5rFYAEDYyWwCjne5ouXHjBvlEkxDC91mhSQixYa2nZLp7wXlqatrIRQdAHG19W9V8Q9frQRNaRcva0nFXvLb36kHS2oBdx/9q1mfMzf9BuDEifPnpXxBBTULfpxUAxBCZLYBRTFWNm94zbP2w/62apj+4T1dxxHnRpd6ppbGNDMB/nbDvDadV154TXXs6nMHmTFuP/aYo48LxSSeHsS8MxzjrjExLSUv3oeCb6BVrcebi6IUEAH2xZjqA0cu0Ye2Aae1nJI/b/PrLusqK2IQEoK/usOYKandUHghlDLOmqR9VPRjGjjB88wp/HFL903JvMekyohQMAPSLzBbAKKXbu0u/65Ogqqqqac0rUpctyhEB6J9ODmdVLae3VdPUkJrUtL8f/DxViKDJmUuDn8RrYsrsOXm3RzUeAOiLzBbAaCR5PaZN74ZQ3+k0fvh+9OIBMIjw5gpyeTtDbaJqvtqOTWHsC8P3xam/mZy5dMhq45JmLit7WpGZyQ9ArJHZAhiNdEcOSbbQnsHq9u2S3O4oxQNgEHlpC8JopQpvGK1szrowWmH4FMlwUdmTZxXeo1es/VaQJd3MiV+74pQ1FsP4GMcGAIIZpACMTkrFkVCbSD6fUnXUO42ppIBYy0mZl2zMtblCyDkt+nGqGtp0yn5e1RFGK0SEJMlz8m47KfuafQ1/r2x5u81Z7vS06WVLmrm4MOO8sglXpZunjHSMAMYuMlsAUebzKfW1UkeH5HFr1iQ1a7yaPvS0InJbOK/ShdcKwDApsv7Mgh+uP/xd/4+aGHrZ2bn5d+6uf8rpbQ11X1bDhNADRCRZ9OPm5N02J+82IYSq+WRJGemIAEAIMlsA0SPZbMbN7+sO7pNcrp7latZ495wzPdNPFvKAL0RI3fZw9ujoDqMVgOErm3BVZeu68uY1Ioi0tjDj/BkTr2/o+rSl+0CoOxqXNDOsABEVpLUARg/eswUQFfoDe6x//aN+16e90lohhNzcZFr7uvX5JweZzVgzW8LYqWYKZ4JWAMMnCWlRyf9NHnfBkDUnpZ69pPRRWVKKM5aEupcUU9441rMFAPSHzBZA5Bk+/dj0r9WS1zNIHfl4nfXZxyVb/5OjqmnpYexXC2KcM4Ao0cuW6+b9a2HpfXql/2+mFNk4J+/2S2e8ZFCShRDFmYszLSUh7eL03O9IQz8SBgCMRWS2ACJMOVZpfO9toWlD1pRsneZXXxC+fmaR8RZPDX3HiregKORWACJHlpQvlt1/x6Ij8yffOzFljlmfJYQw6TKyk08/q/DH18/eelbhTxRZH6j8hckPBT+cdULyrJOyvxKt0AEAcY73bAFElKqa3nlbqGqQ1ZXGev3uTz2nzulV7ptaqv17neQIYRJUT8l0RiMDo0GyKeeM/DtOy7l1yJp5aQvOKfrZxqP3DFkzyZizrOzpQFYMAEAvPLMFEEm6o0fk5qaQmhi3fdT3Aa9mNLrOPjf4TjSd3n3OwpD2C2A0ODX3WxeWPKKTTYPUyU4+/apZbycZc8Lei8dnr+/cVt6y5mjLW422nT51sHclAADxiGe2ACJJd+RgqE2kzg6lsd6X3fue1TNrtlJTrT+0P4guJNfSS9TUtFB3DWA0KB1/xaTUs7cc+/WRE6vdvq6emzItJadN+nbp+CvDnoO3wfbJx8dWVbf/26f+dzY7ky6tOHPpmQV3JhvzhhU6AGDUILMFEElyY0M4rZoa+2a2QpJcF10qZEV/YM8gbTVFcS5a5i2ZHsZ+AYwSScac86euWjjllw2d2zudNW5fl9UwIcs6Pc1cHHafPtXz/tEf761/WhO9R4U4ve37G/9+qOnlc4rvm5Vz0/BiBwCMClHPbG+99dbq6urB69x7772zZ8/2/1vTtHXr1m3YsKGmpkbTtNzc3IULF1500UXywOteAhg9ZHvX0JX6thpg+R9N0TkvutRbWGza9F6/syj78otcCxf5xk8IY6cARhtFMuSmnpWbGoGufKrnjf3XVre9N1gdzf1+xU9ssfGrSQAAIABJREFUrrr5RT+LwC4BACNqdD2zVVX1oYce2rZtW6CkvLy8vLx8y5Yt999/v17PvBHAaKfpdGGsyKEN8tctSd4Zp9jLZijVlcaaKp2tUzgdqjXJnZrunVriG0dOC6AfH1T+dPC0NuDT2kcyLSXTJ1wT7ZAAAFEV9cz2jjvucLlc/W46cODAU089lZ+ff/LJ/1l1/YUXXvCntddee+2CBQtkWf7www+ffvrpPXv2PPPMMzfeeGO0owUwTFpyiujsCKfV4BUUxVs8RTd9hjkpSQjhdrtdnf0vhAsATV27dx9/Ivj6H1TeX5y51KTjXX0AiGNRz2yLi/t/Q8bpdK5atcpgMPzgBz8wGAxCiO7u7tWrVwshVqxYsWLFCn+1yy67TNO0p59+eu3atZdffnlqaiSGKAGIGl/hZKWuJrQ2ssw6tAAi6OOa3/V9t3YQTk/bnvqn5uTdHr2QAADRNmIvrz722GMNDQ033HBDQUGBv+STTz5xOByKoixfvrxnzWXLlhkMBrfb3XOUMoDRyVN6kgjxrXhvQZFmtkQpHgBjjVd1Vre+E2qripY3oxEMACBmRiaz3bZt2/r1608//fSlS5cGCg8ePCiEmD59enJycs/KRqNx1qxZQogDBw7EOE4AoVIzMj0nnRxCA0lyz/9i1MIBMOa0dh/2qN2htjrRtVvVfNGIBwAQGyMwg5TX63300UdlWb7hhht6lre2tgohCgsL+zbJz8/ftm2bv0JfdXV1fQslSTKbzREIVwhJkoQQiqJoWghDm6Aoiv/QYUiSJClKmEs1jkLe8xbraqql9rZgKnvOPlfkTArylw/MkZ5gRyx6/EdMluUxeLhkWY7IKShwDIff1ZgyghdNh/dEGK1UzedWW62G7IjHM7jAPUaM9xuPuASEaixfAjA2jUBm+69//aupqWnRokV5eZ9bHr29vV0IkZSU1LeJ/ymuv0IvqqpecsklfctNJtOmTZsiE7EQQoi0NCaWCA0vRQfPaDQajcaRjiJi1Ipmr8sVzC2tctYC47JLRejph16vT09PDyO2sSklZYgJuhJSampqBL9c44QWql7Dr2IpzZMRXsOM9PEWw8icWDihhURRFI5Y8Pq9tQYSUqwz2+7u7hdffNFgMFx99dW9NvkfyfZ7B+a/QLa1BfUICMAIUvfv8Tz7hPANNahPkpTzl+rOvzAmQQEYQ1LMk8JopVcsZkOYKTEAYDSI9fCqV155xWazLV26NDMzs9emIYcteb3eqMUFIAK0xgbP888MndYKITRN3b5ZOBzRDwrA2JKVXJpsygm1VdG4cyXBGzQAEMdi+szW7Xa/9dZbQogLL+znQU1GRkZDQ0NXV1ffTf7CjIx+vkyVZXn79u397q65uXlY4X7GYrFYLJaWlhbesw1GVlaW/x+tra2qqo5sMHEhMzPT5XL1+8mPO+ZXX9C5+1+/ui+trdX25uuuL5wXfP8mkynps/VsO1nPNghGozE5Obm9vT0BvhkMnFuC1NbWFpFTkP9T19bW5gvmK5sxLyMjw/9q38h+6qZkXryj7i8hNSlMuShStw0hSUtL0zStoyPkZcDHIIPB4B/Z5/V6+31DDb3o9frU1NTOzk632z3SsQxXqJcAjE0xzWw//PBDm81WVlaWm5vbd6v/lQmbzdZ3k7+w38wWSHhyW4vu8EHleK3cbdckSU1K9uUVeKeUaMkxenlScnRLXV3CYNCSkjRlwJOGcqJRV1kRUs/6T7e6z5qv6Q3DjhEA/mt23m17G571+OxB1s+0lpaM/3JUQ+qr01l9pHlNS/lOm7PB5/VZDRNy0+ZNzliabBpwNLWmqZrQZInZgACgHzHNbNeuXSuEuOCCC/rd6s9sa2tr+27yz37MbAEYa6TODuPGd/QH94ke4wUUIfSH9ov31nlOOd119rmayRSlvcsd7YbtW3Tlh6TOzx4myLJvUr6nbKZnxil9F61VDh8MdReS16urrPBMKxt+tAAQYNGPWzj5l+sOfyeYyjrZdMHUP8QyXbS7Gz+q+vmBphc17XPDCspb1nxw9L7pE645u+gnJt1/vs3XNLWi9c0jJ1473rm1231CCM2sH5eTcsaUrIunZF1MlgsAAbHLbKurqw8ePGgwGM4555x+K5SUlKxZs2bPnj1Op9PU42bd6/Xu2LHDXyFGsQKjgHK81vzqC1L3AM8cfD79p9uUygrHl69S03u/tT5cmmbY9J7x482935hVVeVYlXKsyvDxR86LvuTL/tybbEpTQxi7khrrBZktgEgrm7Ciy12/ueohTQz2JpFONi0u/cuE5FkxC6ypa9cb+7/S5arvd6uqefc2PFPd9t4lM57LtJQ12nZsOHJHs31fzzp2d8OR5tePNL+eaS09b+r/TkyeE5PAAWC0i90MUps3bxZClJSUmAZ4xDR79myTyeTxeP4/e3ceEFW5/gH8ObMzrAIpCCoIopD7Bu6ouYSiUqiped36pdHmtVu3uma2Wqml3cpK07LF1MwNtRRNU1FxI0QFFVkExIVl2IbZzvn9cWousc7AmRlm+H7+wjPPe87DcThnnnnf876HDx+uvv33339Xq9VSqXTQoEHWSBSgBRDdv+v00/f1lrXGsOJC5bbvGg0zD8s67domP32igYmgREWFTlu+lmRcq76RqWjKo8KiJrUSFqOpIjwTDuBwBnRYHBW2sYElar2dw6b2ig/yirJaSqqqzJ2pU+sra43KNLd+Tnn0UsE321Oia5S11RVWpO1ImXL1zjah0wQAsEvW67O9cOECEYWFhdUX4OzsHBMTs2XLlg0bNri5uUVERBDRuXPnPvvsMyKaMGECVpSF1sJgcNr9E6MxaSomplSl2L9LHTtLqIMrjvwquZHe+HH1esXen9WPzzd4t/1zU9MWgpdIm9Kq2ZiKctkfF8TX00SF9xiDgRiGc3XTBwTpuvcy+HVovD0A2INgr4kBbUZfLvj+xv34grLzeraKiOQS9w4eQ7t4T+7iPZlhrPcVP8ex+64uqNKZtIRhpe7eb9dfbLjDmYgMrDbh+vMucp8OHsOFyBEAwI5ZqbKtqKi4du0aNVjZEtG0adNu3Lhx9uzZlStXymQyIuInc+vVq9c//vEP66QKYHPSSxdFRWZM0SnJzBBn3TQEdG7+ocV5t6QXz5oYzOi0ioP7KmbMJYYhItbNvQmlLWutebD+h+NkZ07KTh9ndLrqG5lSlTTlgjTlgj64a9W4iZzS2dqJAYAFSEROvdo/0av9E0Sk0avEIplE5GSTTNLv7bhXfsn0+EbLWh7L6X9Nf3rugCRb/V4AAC2Elb6qTE5OZllWJBJ169atgTCxWLx06dKnnnqqS5cuYrFYJBIFBwc/+eSTb7zxhkRi1cmuAGxIeinZ7CapZjepk/zkUbPiRXm3JFl/zofMNGlAryAFuTnHMyj2/CQ/fuRvZe3fSW6kO3+7QVRog/U/AMCi5BJ3G5Z/lwu+t9CeK7QFf+R/ZaGdAwDYCyuVi0OGDNmzZ48pkQzDPPzwww8//LClUwJomZjKCvGdRh7Bqk2SeYM4ju87bfqh1WrxrWxTozkihohIkn5FHxgszs+VXLtq7hFZT29D23ofgbMExZFfpSbkyZSqnH7eUvH4AnJSWiErAHB4WkN5fukZy+0//e6Ofv4mzQUNAOCorPd4CQCYQqQqqb7Gj4mYqiqqUjfz0OK8HDMmUvqriBbn5hCR4uihJkzCpBk2spnVuFnEWTelyedMDBaVFCuOJVg0HwBoPcqqcllOb3q8ubeBexWpal2RmY0AABwKKluAloXRVDWtoaipDf936PKyprQqKxPfvSPKu2VuQ0NwiN666/0oTv5mVrz0coqouNBCyQBAq6I1lJoV34Tv/Mq1+eY3AgBwHKhsAVoWrqnDXzmnZs94ZH5fMd9McvN6E5pZeRyySFUiys8zrw3LStPNHmINAFCbQir0wuO16A3NHbkDAGDXUNkCtCysR5smLJ/DubhycnkzD825uDatVdM6NvlhzFYjzslqUqtMoRMBgNbITe5v6cmrGli5FwCgNUBlC9CycHKFwb+jua30wV2bf2hDe/8mPPXK+nWgysomHE6Un8sYDE1o2DSiMvOGAvKYJrUCAKhBLJJ3ajPScvt3knq7yNtbbv8AAC0fKluAloHjpNeuKvb85PLZh2b3LopEuj79BUjB2cXg18HcVrqQUHJqUkeEXi+5ktKUhk3CGcyYu+V/9E1qBQBQS6/2Cyy3885e40VME9YUBwBwHKhsAWyPuZ2n3PylYvd2afoVpqLc3OdddT16G7zbCpKJZsgIs+IN7Xz1QSGsh2cTjsUQSa6lNaFh03DOLk1p5uomdCIA0Ep18Bje2Wt8wzFNm+1AxEj6+T/dpKYAAI4DlS2AjbGXU+irdeK7d8xp9L8PPwZfP83oRj4qmc7QMVDfvZepSYglmrETiGH0QV2adjjxbTOndGoGg09Txunp2/kKngkAtFpjQv7bxinI+M/adazxgRCl7AHTd9vXP66NU3DzUgMAsHuobAFsSZSfp9+ymXRaM9v9+eFHHxCkjp3FiSUCplQ1dqKhY2DjcWKxJmoyXy4a2vqw7h5NOBZTpSZrPWrL+vpxrmZPkaUP6WaJZACgdVJIPKb22ufnPoj/Z30TG7R3C5/V52iwd7Qp+wz0HDuo06sCJQgAYMdQ2YJFcKUqycWzisO/KHZvdzqwW3bymDjvVlMXlXFcBoPT/l2k1zWhKefqVjU+Wv3oDE6hEDYpTiyujJ2p6zuwgdmkOFe3ymmP67o9+Oe/GUYf1qMpB2OYJsxZ1UQMowkfalYLg18HQ4cAy2QDAK2Uk9QrpvtPwzu/pZDU8RyHs6zdyOAPHu25Sylr+3C39X3945j6l7ZliOnV/omJYd/gCVsAACISsqsHgIi44iL9r/Fs8nl5tTpWQkSJx9g2ntpho3Rdw2yXXcsivZJi7no5hna+hpBQfYdOBl8/ElnsmymxuGr0eF3PvrKkRPHN60zV/9ZINLT10Yf10PUZwEn+dvXQd+osO3Xc3ONwLq4W/C1q0fXsK72cYuIQaE4i0Tz0sKVTAoBWSCyS9fFb1NN3QZ4qsViXUqrO1+n0LjKf9u4R7d0ijGWqiBEPC3yj6wOPnM7+IKfkqIHVVtuD1N99eESnF31c+9nolwAAaHFQ2YKQxFkZ2vidpK57DRhRcZFiz0/i0B6a8dE16qLWSXo11dwmjFajiTCv47HJDA+0VU+YQiwrKi1hystJJmNd3TgnZZ3BrK8fJ5UyOtP6n7k/B+FZu0dULFZPmeb8wyZGVdJIpEikeXiyoS0WhwQASxGLpB3bjOjpMZnjOJVKVV9YW5dekx78XmsoKyg9X6G9wxHnLGvn49pXLnG3ZrYAAC0fqgsQjPhWtvLnHxt9bFJ69RJxbNXER6w3DLVlYllxbo65jUTFRUypinOz4gcakYj18KTGZj/mJBJ9cDfp1Usm7fOv//n/jWe2Fs7FteLxBU67tzdw8jknpXpijCEgqL4AAAArk4ldO7aJtHUWAAAtGp6zBYGoK512bzNxNiBp2mXZxbOWzqiFYyrKmzZ5kqi8TPBkBKEdMpzEZjzrZfDroO9sg8k8OaVz5WNzqqIfZdv71fh6hXNz10QMrfi/Z1DWAgAAANgX9NmCMOSnTzBqdeNxf5ElHtOF9RR89iM7whj0TWzZpBmnrIBt46UZGik/dtiUYE6uqBpn0rSfFsEwum4P6ro9yFSUi+7fE1WWczI56+bBej/Q2ocSAAAAANgnVLYgBINBeumiWS0YtVqSflnXq/VOfcE5m70CTTMbWoF24BCmrFR2oZEOeU4uV0+eynp5WyerhjJxdjE4u1hp3SEAAAAAsBiMRgYBiG9lMxqNua0kGdctkYy94KRS1tPs0o5TKFiPNpbIRyia0Q9XjZvIKZzqCzD4tK+cOd/QyYQlcwEAAABaMJZlN2zY0K9fP1dX13bt2p0929qftrMt9NmCAEQlRU1pVWTegjeORx/STXb6hHlNOncx61lWm9D17KsPCZX+cV5yPV18t4B/nJiTK/SdAg2h3XVdumHELwAAADiAt956a/ny5fzP5eXllZV1rw8C1oHKFgQgqmeZn4YxVa39j1/bd6D0/BlTV8ohIpFIFz7EkhkJhlM4acOHasOHEscxlRUkk3FSma2TAgAAABCMXq9fsWIFEbm6ui5YsKBv377dunWzdVKtGipbEABb/9DTBnDyprRyJJyzi3boSPlvB02M1/YZYPBua9GUhMcwnLOLrZMAAAAAEFhGRoZGoyGiuLi49957z9bpAJ6zBSFwbRpZ7LRObJsW/byodWj7R4j7h1ffwtUTqQ8I0kSOsUJKAAAAANCoqqoq/oc2+EzbMqDPFgRg6BDAyWSMVmtWK31QiIXysS/iR2foXdyY3w8TyxJRHU+gMoyuV7+qUeNIhK+iAAAAAEAYKpXqwIEDd+7cmTp1avv27W2dTnPhgzIIgBOL9Q/2Mq+JXKHv1t1C+dgZhqGRYyrmPKkLCeUkf/+ySSzWBwZXzJxXNSaq5U8cBQAAANAarF27lmGY3r178/98+eWXGYZhGObYsWNnz57lf3788cfraz5kyBCGYcRicV5eXvXtJ0+e/L//+78uXbo4Ozt7e3uHh4e/+OKL2dnZDWRSXl6+du3a0aNHh4SEKJXKBx54oG/fvtOnT09ISKgzftiwYQzDzJgxg4h++eWX4ODgGTNmLF68+OrVq2afhZYHfbYgDM3g4ZIrlxhNlYnx2vAhnFNrf862Ota7bdXkqYxeJyrIZ0pVxHKcqxvbzpdTKGydGgAAAACYZMCAAQEBAVlZWXv37tVqtTJZzRk0s7OzT506RUQjR4708/PjN1ZVVT3xxBPff/+9MayysrKwsDApKemjjz567bXXXn/99drH2rVr17x580pKSoxb1Gr1/fv3L168uG3btoceemjfvn21E+CdOHFiypQpGvOX7WzJUNmCMDilc1X0I04//8gPqW2YPihEO3CwFbKyO5xEavDvZOssAAAAAKBes2bNioyMTE9Pnz59OhE999xz8+fPJ6Lg4GAiio2NXbVqVWlpaUJCQlRUVI22W7Zs4TiOiGbPns1vYVk2Ojqa72WVSqUjR47s2bOnWq0+e/ZsUlKSwWBYvnz53bt3P/300+r7SU9Pf+yxx/jSNDAwcNy4cT4+PmVlZampqQkJCQaDISEh4cUXX1y7dm3t/FUq1eOPP67RaAIDAwcNGtS1a9fQ0FDBz5L1obIFwegDg6uiH1Uc2E0NPnCrCwnVRE3BiqYAAAAAYI+8vb29vb2N/2zfvn2vXv97Lm/q1KmrVq0ioh07dtSubH/44QciUiqVjzzyCL9l5cqVfFnbu3fvzZs39+jRwxgcHx//xBNP3Llz57PPPpsyZcqYMf+bTPTbb7/ly9qnn376448/FlWbjeX8+fMjR44sKyvbuXNnnZXtgQMHiGjFihUvvvii2IGed8NztiAkXUio7NkXRaF1P0DLubhWjYuumhTLSaVWTgwAAAAAwAoGDhzYqVMnItq9e7der6/+Umpq6qVLl4hoypQprq6uRKRWq/ky2MPDY8+ePdXLWiKaOHHiDz/8wDAMES1durT6S4mJiUSkVCpXr14t+vsko/369YuOjiaiW7duFRcX15nkuHHjXn75ZUcqa8mx+2ydBHqMUyqVEpECjzuahnF2ls59krt3R5N8nu7coYoykso4jzZc5y5cYGeJROrI77mmkkgkQr1dHZv0r+9ExGIxzpgpJBIJEcnlcmnr+zpJoVDww72aiT+HCoWCNeFRC2D+Go/TOt91TSASiTiOwwXNFMaP4CKRCGfMFPwZk8vlDla92AW+27awsPDYsWOjR482buc7bKnaUOSDBw/ev3+fiJ5//vkOHTrU3tWoUaMeeuihQ4cOnTt3rri42LjC0LJly/7973+7ubnJ5fLardzd3fkftPUMpXz55Zeb+Lu1YI5cZTg7O7fYvTk85oF2ijE1R19AfSQSiUTiyH+MghOLxfiTNF3r/Ajo5OTECPfUQ+s8h82BM2YWXNDMIhKJcMZMJ5fL66x8wKKqD0g2VrYcx23ZsoWI2rVrZxxXfOLECf6HkSNH1re38PDwQ4cOsSybnJxsDIuMjKwzWKfTJSYm7t69u+EM+/TpY/qvYy8c+cN0fZ3v5nJyclIoFCUlJYJ8/e/wjN8kqVQqdHGYwsPDQ6vVVlZW2joROyCXy5VKJRHpdLry8nJbp2MHZDKZs7NzaWmpwWCwdS7NZby2mEilUgly0ebfdY5xDq3A3d2dHxRXVlZWYwwe1MnNzY1lWVzQTCGVSl1cXIjIYDCUlpbaOh07IJFIXF1dy8vLdTqdrXNpLnNvATbHD0jOzs7euXPnJ598wl8YT506lZWVRUQzZ840dqTn5OTwP9RXqVanUqlqb8zMzLx48WJGRsbNmzevX79+5syZRi8pSqXS2KnrSBy5shXqUwhfnhkMBlS2ZjEYDKhsTcRxHD40m8L4jsIZMxF/xliWbYWni2VZQS5BxltAKzyHzYEzZiL+owXOlSmMlQBuASbiq6nWeQtoCWJjY1evXl1QUJCYmDh06FAi4jtsiaj6UrdmfU1TVlZm/JnjuG+//fbdd99NT0+vEda+fXsnJ6eMjIz69mN33xSYyJErWwAAAAAAAOubOnXq6tWriWjHjh1Dhw7V6/Xbtm0jorCwsL59+xrD+HmkiCg+Pt7f37/hfVYPiIuL+/zzz/mfH3zwwfDw8J49e3bt2jUkJCQwMHDJkiVr1qypbz8CPq3ToqCyBQAAAAAAEFJ4eHjHjh1zcnJ+/vnnjz766PDhw3fv3qVqc0fxfH19+R/EYnH1pYMaduzYMb6sDQwM3Lp164ABA2oEtM6hplj1BwAAAAAAQGBTp04lopycnHPnzvGzIjMMM2vWrOoxgwYN4n9ISkqqbz/x8fFffPHFhg0bjPXq3r17+R8++eST2mUtEV27dk2I38DOoLIFAAAAAAAQGF/ZEtF33323c+dOIoqMjKyxtM/48eP5ub5Xr159+/bt2jvJzs5+9NFHFy1atGvXLuMoYuPTuX5+frWb3Lp169ixY8L9HnYDlS0AAAAAAIDA+AHJRPTpp5/ykz/VGIpMRB4eHk899RQRlZaWxsTE1JgOKjc3d+LEifyatAsXLjRu79GjB//Dzz//XGOHV69eHT16tHHRjby8PAF/oxYOz9kCAAAAAAAILzY29sMPP+RXQVMoFI8++mjtmLfeeishISE5OfnMmTO9evUaO3ZsWFiYXC6/evXqnj17NBoNET377LPR0dHGJhMmTHjllVcqKireeuuty5cvjxo1yt3dPScn59SpU/Hx8RzHhYaGXr16lYhmzpw5efLkV1991SGX+akBlS0AAAAAAIDwpk6d+uGHH/I/T5482c3NrXaMQqE4cuTI9OnTDx06pNFo9u7da3yMloikUmlcXJxxJ7zOnTuvX79+zpw5Op1ux44dO3bsML7k4uKyYsWKadOm9ezZ886dO+np6R988MFzzz2HyhYAAAAAAACawjhDMtU1FNmoTZs2Bw8e3L9//3fffZeYmHjnzh03N7cuXbr07t17yZIlnTt3rt1kxowZ4eHh77777rlz5zIyMiQSSVBQUHR09MKFC318fIgoMTHxgw8+yM3NDQ4OrrOidjyMA08Jff/+fUH2o1QqlUplYWGhA58rAXl7e/M/FBUVsSxr22TsgpeXl0ajKS8vt3UidkChULi4uBCRVqs1a2XzVksul7u6upaUlPDjoOya8dpiIqEuQfy7rri42GAwNH9vDs/T01MkEhGRY7zrrMDDw4PjOJVKZetE7IBMJuM/nev1+pKSElunYwekUqm7u3tpaSn/lKZdM/cW0HJwHBcUFJSZmfnAAw/k5+dLJOhWtCDMIAUAAAAAACC83377LTMzk4hmzJiBstbSUNkCAAAAAAAIb/369fwPDQxFBqGgsgUAAAAAABDY6dOnt23bRkQPPvhg//79bZ2O40OfOAAAAAAAgDBOnz797rvv6nS6Y8eO8TM+vPbaa7ZOqlVAZQsAAAAAACAMlUpVfdmeadOmTZs2zYb5tB4YjQwAAAAAACCM9u3bDx482NnZOSQk5L333vvuu+8YhrF1Uq0C+mwBAAAAAACE0aNHj5MnT9o6i9YIfbYAAAAAAABg31DZAgAAAAAAgH3DaGQAAAAAAAAzsCyr1+ttnUVziUQiicRx6kHH+U0AAAAAAACswGAwaDQaW2fRXFKpFJUtAAAA2B89W1WhLdAZ1M6ytk5SL1unAwAAIBhUtgAAAA7OwOqu3Pkh/d6O26VJLGfgN7oq/Dt7ju/r/5SbvKNt0wMAAGg+VLYAAACOrKDs/C9pT6mqMmtsL6vK/SN/Q2rB5v7+z4V3fJFhMKkkAADYMdzGAAAAHNbNwl9+Splcu6w1MrDaMzmr9qfNZzm7nwoFAABaM1S2AAAAjuleReovaQsNbONznNy4v+/4zWVWSAkAAMBCUNkCAAA4II64w9eX6NhKE+P/yN9QUHbeoikBAABYDipbAAAAB5RVdOhO2UXT4zniTmW/b7l8AAAALAqVLQAAgAO6fn+PuU1yS45X6YotkQwAAIClWW9u5Ly8vF27dl28eLGkpKRt27bdunWbNWuWl9ffFtNLSUlZunRpfXv45JNPOnbEygQAAACNy1OdNrcJy+kLys4HeD5kiXwAAAAsykqV7enTp1evXq3R/DmJRW5ubm5u7smTJ996662QkBBj2O3bt62TDwAAgAPjiKvQFjShYbkWN2IAALBL1qhss7OzV61apdVq+/fvHxMTExQUlJWV9eWXX968eXPVqlUff/yxQqHgI/nKdsiQIZMmTaq9n3bt2lkhWwAAAEfAcU1rJnAaAAAAVmGNynbz5s1arbZHjx6vvPKKVColorCwsGXLlsXFxRVjUHUrAAAgAElEQVQUFJw7d27o0KF8JF/ZhoWFhYaGWiExAAAAh8QQo5S1K9PcMrehs8zHEvkAAABYmsVnkLp3797Zs2eJaM6cOXxZy/P09Bw3blynTp1ycnKMG/Pz84moffv2ls4KAADAsbV3H2huExEj9nHtZ4lkAAAALM3ifbbnzp0jIh8fn+rP0/LmzZs3b9484z85jisoKCAiPz8/S2cFAADg2IK9Jqbf3WFWEz/3wU5Sr8bjAAAAWh6LV7a5ublEFBYW1mhkUVGRRqMRi8UqlWrTpk03btwoLy/v2LFjly5dpk6d2qZNmzpbcRzH9wnXIBKJunTp0szkeWKxmIikUinXxGeWWimJRIIzZiKRSFR9RAPUh/9jJCKGYXDGTMGfMYlEwjCMrXOxNqEuQcZbgEhkZ+vkdfOZnHSr+73yVNObDOn8ilB/Wa3zXdcE/FnCBc0UEsmfn1pxCzARf8bweQxaD8bS7/X333//5MmTsbGx0dHRP/744/nz50tKSnx9fQMDA2NjY6uv4pOamvrqq68yTB0pOTs7P/vss4MHD669f5ZlBw6sY8CVQqE4ceKEsL8LAADYC47jUFndKjq98XikntWYEtwv4IkpfdZbOiUAAMeg0+mqqqpsnUVzSaVS41S+DsDifbbFxcVEVFJS8swzz5SVlfEbs7Ozs7Ozjx8/PmfOnClTpvAb+emjOI4LCQmZNWtWcHCwRqO5evXqN998c/fu3TVr1gQFBWF6ZAAAABN18IyI6bvx5wtzDayu4cigtmOie31qnawAAAAsweKVbVFRERElJCS4u7vHxcX17dvXzc0tJydn69atZ8+e3bRpU0hICD9W2dXVdfTo0R4eHjNmzJDJZPyWYcOG9e7de9GiRWVlZd98881LL71U+xB1TqQsk8n0er0gv4JIJBKJRELtzeEZBwvhjJlIIpGwLMuyrK0TsQP8HyMRcRxnMBhsnY4dYBhGLBYbDAYHGIpmvLaYSK/XC9Jny7/r7PcchvlOcwp/YFfyvFJ1Xp0BIkY8MPDpMWHvc6xIzzb3um38b7LfM2Zl/HB3XNBMwV/QCLcAk7XmWwC0ThYfjfzUU0/l5eVJpdJVq1YFBgYat3Mc98orr1y5cuXBBx9csWJFwzv56aefNm/e7O3tvXHjRtMPff/+/SYm/XdKpVKpVBYWFjrAdcEKvL29+R+KiopQrZnCy8tLo9GUl5fbOhE7oFAoXFxciEir1ZaWlto6HTsgl8tdXV1LSkoc4Jsm47XFREJdgvh3XXFxsV1/ktaz6uT8Del3d9yvuGzcqJC2CfQc29fvaW9nwVba8/T05L9+cox3nRV4eHhwHKdSqWydiB2QyWRubm5EpNfrS0pKbJ2OHZBKpe7u7qWlpVqt1ta5NJe5twArwGjkFsji3394eXnl5eX17t27ellLRAzDjB8//sqVKxkZGY0+DdW5c2ciun//fkVFhbOzs2UzBqiH+N5dydVL4qyborJS0mo4Zxe2na8uKMQQ2p37a2YjAIAWSCJy6u//bH//Z9W6wjJNnp6tdJb5uMr9RQy6QQAAwEFYo7IlorZt29Z+iX9otqqqqry83NXVtYGdGOd2c6QvFcCOMGq1/PAv0rRUqtZvz6hKRKoSybWrXOKxqsix+pBuNswQAMAUTlIvrOsDAAAOyeJrGPCL0+bk5NR+KS8vj4i8vLxcXV0NBkNcXNycOXP49W9ryM7OJqKOHTuK0TMGVicqKlR+u1569RLVMxydUZU47dkuO3nUunkBAAAAAMCfLF7ZDho0iIhSU1MvXbpUfbter9+zZw/9tdStWCwODQ0tLi7eunVrjWeZqqqqdu7cSUT9+/e3dLYANTBqtdNP34tUjT3Pw3HyxN+lF5KskhQAAAAAOKjSUtH5M+Jf4yU7t0r27xYnHmMKbts6J/tg8cq2Q4cOw4cP5zjunXfe2bdvX2FhYVVV1eXLl1999dWsrCylUjl37lw+cuLEiTKZLD09/Y033rh27ZpWq1WpVOfOnfvXv/51//799u3bT5s2zdLZAtQgP3yg8bL2L4qjh0TFhRbNBwAAAAAcElNcKNmxRfbfDyQH9ojPn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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth - Log Scale --- .left-code[ ### Remove Legend ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp, colour=fyear)) + geom_point() + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) + *theme(legend.position = "none") ``` ] .right-plot[ <img 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width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth - Log Scale --- .left-code[ ### Point size = population ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp)) + *geom_point(aes(size=pop, * colour=fyear), * shape = 21) + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth - Portugal --- .left-code[ ### Add Portugal ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp)) + geom_point(aes(size=pop, colour=fyear), shape = 21) + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) + *geom_point(data = * gmPT[year %in% yrs], * colour="blue") ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth - Portugal --- .left-code[ ### No need for year colours ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp)) + *geom_point(aes(size=pop), * colour="grey60", shape = 21) + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) + geom_point(data = gmPT[year %in% yrs], colour="blue") ``` ] .right-plot[ <img 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width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth --- .left-code[ ### Move the legend below ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp)) + *geom_point(aes(size=pop), * colour="grey60", shape = 21) + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) + geom_point(data = gmPT[year %in% yrs], colour="blue") + *theme(legend.position = "bottom") ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: false class: inverse, center, middle # Exercises ### Double Click on "`ggplot2-Exercises.Rproj`" ### Open file "`ggplot2-Exercises.Rmd`" ### Complete "Exercise 3: Gapminder plot" --- <div class="xaringan-hex-right-top"></div> # Summary ### - Answer questions with data visualisations ### - Define your plots and `gglot2` does the rest ### - Integrates well with R markdown ### - Lots more than this 3 hour workshop could show ### - Try it! --- class: inverse, center, middle ## This work is licensed under the ## Creative Commons Attribution-NonCommercial 4.0 International License. ## To view a copy of this license, visit ## http://creativecommons.org/licenses/by-nc/4.0/